Problem 1: Speech Denoising Using Deep Learning¶

In [25]:
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, BatchNormalization
from tensorflow.keras.initializers import he_normal
import numpy as np
import librosa
import soundfile as sf
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Input, Conv1D, Flatten
from IPython.display import Audio, display
import matplotlib.pyplot as plt
import tarfile
import os
import pickle
from tensorflow.keras.datasets import cifar10
from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense
from tensorflow.keras.initializers import he_normal
In [8]:
from google.colab import files
uploaded = files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable. 
Saving test_s_01.wav to test_s_01.wav
Saving test_x_01.wav to test_x_01.wav
Saving test_x_02.wav to test_x_02.wav
Saving train_clean_male.wav to train_clean_male.wav
Saving train_dirty_male.wav to train_dirty_male.wav
In [9]:
s, sr = librosa.load('train_clean_male.wav', sr=None)
sn, sr = librosa.load('train_dirty_male.wav', sr=None)
t, sr = librosa.load('test_x_01.wav', sr=None)
u, sr = librosa.load('test_s_01.wav', sr=None)

S = librosa.stft(s, n_fft=1024, hop_length=512)
X = librosa.stft(sn, n_fft=1024, hop_length=512)


print(S.shape)
print(X.shape)

import numpy as np
magnitude_S = np.abs(S)
magnitude_X = np.abs(X)

(513, 2459)
(513, 2459)
In [10]:
print(magnitude_S.shape)
print(magnitude_X.shape)

(513, 2459)
(513, 2459)
In [11]:
# Define a fully-connected neural network
model = tf.keras.Sequential([
    tf.keras.layers.Input(shape=(513,)),  # Input layer with 513-dimensional input
    tf.keras.layers.Dense(256, activation='relu'),  # First hidden layer with ReLU activation
    tf.keras.layers.Dense(128, activation='relu'),  # Second hidden layer with ReLU activation
    tf.keras.layers.Dense(513, activation='relu'),  # Output layer with softplus activation
])
In [12]:
# Compile the model with Mean Squared Error (MSE) loss for regression
model.compile(optimizer='adam', loss='mse')

model.fit(magnitude_X.T, magnitude_S.T, epochs=300, batch_size=32)

Epoch 1/300
77/77 [==============================] - 6s 3ms/step - loss: 0.0574
Epoch 2/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0264
Epoch 3/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0183
Epoch 4/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0146
Epoch 5/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0130
Epoch 6/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0117
Epoch 7/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0111
Epoch 8/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0100
Epoch 9/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0095
Epoch 10/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0091
Epoch 11/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0089
Epoch 12/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0086
Epoch 13/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0085
Epoch 14/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0079
Epoch 15/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0073
Epoch 16/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0069
Epoch 17/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0071
Epoch 18/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0068
Epoch 19/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0069
Epoch 20/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0066
Epoch 21/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0064
Epoch 22/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0063
Epoch 23/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0060
Epoch 24/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0059
Epoch 25/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0055
Epoch 26/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0054
Epoch 27/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0052
Epoch 28/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0053
Epoch 29/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0055
Epoch 30/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0054
Epoch 31/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0057
Epoch 32/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0056
Epoch 33/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0054
Epoch 34/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0052
Epoch 35/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0051
Epoch 36/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0047
Epoch 37/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0047
Epoch 38/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0051
Epoch 39/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0049
Epoch 40/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0047
Epoch 41/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0045
Epoch 42/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0043
Epoch 43/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0043
Epoch 44/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0044
Epoch 45/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0048
Epoch 46/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0050
Epoch 47/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0045
Epoch 48/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0041
Epoch 49/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0039
Epoch 50/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0041
Epoch 51/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0042
Epoch 52/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0041
Epoch 53/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0043
Epoch 54/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0039
Epoch 55/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0037
Epoch 56/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036
Epoch 57/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036
Epoch 58/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0040
Epoch 59/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0039
Epoch 60/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0036
Epoch 61/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0039
Epoch 62/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0036
Epoch 63/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0036
Epoch 64/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0036
Epoch 65/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0037
Epoch 66/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0040
Epoch 67/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0039
Epoch 68/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0042
Epoch 69/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0044
Epoch 70/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0051
Epoch 71/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0042
Epoch 72/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0046
Epoch 73/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0038
Epoch 74/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0034
Epoch 75/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0034
Epoch 76/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 77/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0038
Epoch 78/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0039
Epoch 79/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0038
Epoch 80/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0037
Epoch 81/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034
Epoch 82/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0033
Epoch 83/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0031
Epoch 84/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0033
Epoch 85/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 86/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0031
Epoch 87/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029
Epoch 88/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027
Epoch 89/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028
Epoch 90/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029
Epoch 91/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 92/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034
Epoch 93/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036
Epoch 94/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 95/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 96/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 97/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0037
Epoch 98/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 99/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0032
Epoch 100/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 101/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 102/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 103/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 104/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 105/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 106/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 107/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0027
Epoch 108/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 109/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0029
Epoch 110/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029
Epoch 111/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 112/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 113/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0035
Epoch 114/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0032
Epoch 115/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0030
Epoch 116/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0033
Epoch 117/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029
Epoch 118/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0032
Epoch 119/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 120/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 121/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 122/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027
Epoch 123/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 124/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 125/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 126/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 127/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 128/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 129/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 130/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 131/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0033
Epoch 132/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 133/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 134/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029
Epoch 135/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0031
Epoch 136/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 137/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 138/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 139/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 140/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 141/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 142/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027
Epoch 143/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 144/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 145/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 146/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 147/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 148/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 149/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0030
Epoch 150/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034
Epoch 151/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 152/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032
Epoch 153/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0033
Epoch 154/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0030
Epoch 155/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027
Epoch 156/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 157/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 158/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 159/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 160/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 161/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 162/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 163/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 164/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 165/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 166/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 167/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 168/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 169/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0032
Epoch 170/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 171/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 172/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 173/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 174/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 175/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 176/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 177/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 178/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 179/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 180/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 181/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 182/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 183/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 184/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 185/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 186/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 187/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 188/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 189/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0029
Epoch 190/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0027
Epoch 191/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 192/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 193/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 194/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0026
Epoch 195/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 196/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 197/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 198/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 199/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 200/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 201/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028
Epoch 202/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027
Epoch 203/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 204/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 205/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 206/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 207/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022
Epoch 208/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 209/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 210/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 211/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 212/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 213/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 214/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 215/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 216/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 217/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 218/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 219/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 220/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028
Epoch 221/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 222/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 223/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 224/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 225/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0019
Epoch 226/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0019
Epoch 227/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0018
Epoch 228/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 229/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 230/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 231/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 232/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 233/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 234/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 235/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 236/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 237/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 238/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 239/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 240/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 241/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 242/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 243/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 244/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 245/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 246/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Epoch 247/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 248/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 249/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0023
Epoch 250/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 251/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022
Epoch 252/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 253/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 254/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 255/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 256/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 257/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020
Epoch 258/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0019
Epoch 259/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019
Epoch 260/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020
Epoch 261/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019
Epoch 262/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 263/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 264/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 265/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025
Epoch 266/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 267/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 268/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 269/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026
Epoch 270/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 271/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020
Epoch 272/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0018
Epoch 273/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019
Epoch 274/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018
Epoch 275/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0018
Epoch 276/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0017
Epoch 277/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018
Epoch 278/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018
Epoch 279/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019
Epoch 280/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 281/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 282/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023
Epoch 283/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 284/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019
Epoch 285/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020
Epoch 286/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 287/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022
Epoch 288/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022
Epoch 289/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021
Epoch 290/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020
Epoch 291/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 292/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024
Epoch 293/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 294/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 295/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 296/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 297/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 298/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 299/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0025
Epoch 300/300
77/77 [==============================] - 0s 2ms/step - loss: 0.0024
Out[12]:
<keras.src.callbacks.History at 0x7b5cea8e9c60>
In [14]:
t, sr = librosa.load('test_x_01.wav', sr=None)
test_X =librosa.stft(t, n_fft=1024, hop_length=512)
magnitude_test_X = np.abs(test_X)

# Predict the cleaned magnitude spectrogram
S_test_cleaned = model.predict(magnitude_test_X.T)

# Compute the modified magnitude spectrogram
S_test = np.multiply((test_X) / magnitude_test_X, S_test_cleaned.T)

# Define STFT parameters
n_fft = 1024  # Example value, adjust based on your STFT parameters
hop_length = 512  # Example value, adjust based on your STFT parameters

# Reconstruct the time-domain signal using inverse STFT
reconstructed_signal = librosa.istft(S_test, hop_length=hop_length, win_length=n_fft)

# Output file path for the denoised audio
output_file_path = 'denoised_output.wav'

# Write the denoised audio signal to a WAV file
sf.write(output_file_path, reconstructed_signal, sr)

# Load the clean test audio
u, sr = librosa.load('test_s_01.wav', sr=None)

# Compute the clean magnitude spectrogram
clean_S = librosa.stft(u, n_fft=n_fft, hop_length=hop_length)

# Reconstruct the clean time-domain signal using inverse STFT
inverse_S_clean = librosa.istft(clean_S, hop_length=hop_length, win_length=n_fft)

# Compute the Signal-to-Noise Ratio (SNR)
SNR = 10 * np.log10(np.sum((inverse_S_clean ** 2)) / (np.sum((inverse_S_clean - reconstructed_signal) ** 2) + 1e-20))
print("Signal-to-Noise Ratio (SNR): {:.2f} dB".format(SNR))

5/5 [==============================] - 0s 3ms/step
Signal-to-Noise Ratio (SNR): 8.03 dB

The SNR: 8.03 means we have successfully recovered the clean audio. Although, there is still noise present and it can be improved to achieve a higher SNR arounf 15.0

Visualizing and playing the audios¶

In [15]:
import matplotlib.pyplot as plt

# Plot the Noisy Speech Spectrogram
plt.figure(figsize=(12, 6))
plt.subplot(311)
plt.title('Noisy Speech Spectrogram')
plt.specgram(sn, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

# Plot the Recovered Speech Spectrogram
plt.subplot(312)
plt.title('Recovered Speech Spectrogram')
plt.specgram(reconstructed_signal, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

# Plot the Clean Speech Spectrogram
plt.subplot(313)
plt.title('Clean Speech Spectrogram')
plt.specgram(u, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

plt.tight_layout()
plt.show()

Playing the audio files of the noisy, recovered and clean speech¶

In [16]:
from IPython.display import Audio

# Play the Noisy Speech
display(Audio(sn, rate=sr))

# Play the Recovered Speech
display(Audio(reconstructed_signal, rate=sr))

# Play the Clean Speech
display(Audio(u, rate=sr))
Your browser does not support the audio element.
Your browser does not support the audio element.
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Problem 2: Speech Denoising Using 1D CNN¶

In [17]:
# Define the neural network model with Conv1D layers using the Keras functional API

input_layer = Input(shape=(513, 1))
x = Conv1D(filters=32, kernel_size=3, strides=2, activation='relu')(input_layer)
x = Conv1D(filters=64, kernel_size=3, strides=2, activation='relu')(x)
x = Flatten()(x)
output_layer = Dense(513, activation='relu', kernel_initializer=he_normal())(x)

conv_model= Model(inputs=input_layer, outputs=output_layer)

# Compile the modela
conv_model.compile(optimizer='adam', loss='mean_squared_error', metrics=['accuracy'])

# Print the model summary
conv_model.summary()

Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_2 (InputLayer)        [(None, 513, 1)]          0         
                                                                 
 conv1d (Conv1D)             (None, 256, 32)           128       
                                                                 
 conv1d_1 (Conv1D)           (None, 127, 64)           6208      
                                                                 
 flatten (Flatten)           (None, 8128)              0         
                                                                 
 dense_3 (Dense)             (None, 513)               4170177   
                                                                 
=================================================================
Total params: 4176513 (15.93 MB)
Trainable params: 4176513 (15.93 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
In [18]:
conv_model.fit(magnitude_X.T, magnitude_S.T, epochs=300, batch_size=32)

Epoch 1/300
77/77 [==============================] - 6s 4ms/step - loss: 0.0439 - accuracy: 0.1655
Epoch 2/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0163 - accuracy: 0.3664
Epoch 3/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0117 - accuracy: 0.4136
Epoch 4/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0093 - accuracy: 0.4575
Epoch 5/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0082 - accuracy: 0.4774
Epoch 6/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0074 - accuracy: 0.4888
Epoch 7/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0066 - accuracy: 0.4994
Epoch 8/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0061 - accuracy: 0.5148
Epoch 9/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0056 - accuracy: 0.5250
Epoch 10/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0054 - accuracy: 0.5303
Epoch 11/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0051 - accuracy: 0.5344
Epoch 12/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0050 - accuracy: 0.5368
Epoch 13/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0048 - accuracy: 0.5482
Epoch 14/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0047 - accuracy: 0.5417
Epoch 15/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0046 - accuracy: 0.5543
Epoch 16/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0045 - accuracy: 0.5519
Epoch 17/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0044 - accuracy: 0.5665
Epoch 18/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0042 - accuracy: 0.5636
Epoch 19/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0040 - accuracy: 0.5730
Epoch 20/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0040 - accuracy: 0.5791
Epoch 21/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0038 - accuracy: 0.5815
Epoch 22/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0038 - accuracy: 0.5775
Epoch 23/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0037 - accuracy: 0.5832
Epoch 24/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036 - accuracy: 0.5836
Epoch 25/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0035 - accuracy: 0.5864
Epoch 26/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036 - accuracy: 0.5836
Epoch 27/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.5828
Epoch 28/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.5844
Epoch 29/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.5897
Epoch 30/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0033 - accuracy: 0.5998
Epoch 31/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.5941
Epoch 32/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0034 - accuracy: 0.5958
Epoch 33/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036 - accuracy: 0.5950
Epoch 34/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0036 - accuracy: 0.5864
Epoch 35/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0032 - accuracy: 0.5978
Epoch 36/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0031 - accuracy: 0.5998
Epoch 37/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.6104
Epoch 38/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0029 - accuracy: 0.6080
Epoch 39/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6055
Epoch 40/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6129
Epoch 41/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6092
Epoch 42/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6063
Epoch 43/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6169
Epoch 44/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6190
Epoch 45/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0028 - accuracy: 0.6104
Epoch 46/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.6198
Epoch 47/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.6185
Epoch 48/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0027 - accuracy: 0.6206
Epoch 49/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6271
Epoch 50/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.6316
Epoch 51/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.6255
Epoch 52/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6287
Epoch 53/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6246
Epoch 54/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6255
Epoch 55/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6242
Epoch 56/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6316
Epoch 57/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.6259
Epoch 58/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0026 - accuracy: 0.6214
Epoch 59/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0025 - accuracy: 0.6303
Epoch 60/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023 - accuracy: 0.6307
Epoch 61/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0024 - accuracy: 0.6344
Epoch 62/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6385
Epoch 63/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6503
Epoch 64/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6454
Epoch 65/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021 - accuracy: 0.6393
Epoch 66/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021 - accuracy: 0.6450
Epoch 67/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6429
Epoch 68/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6409
Epoch 69/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6482
Epoch 70/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023 - accuracy: 0.6417
Epoch 71/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0022 - accuracy: 0.6446
Epoch 72/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0023 - accuracy: 0.6373
Epoch 73/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021 - accuracy: 0.6421
Epoch 74/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0021 - accuracy: 0.6413
Epoch 75/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6478
Epoch 76/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6458
Epoch 77/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6503
Epoch 78/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6564
Epoch 79/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6608
Epoch 80/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6568
Epoch 81/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6531
Epoch 82/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6490
Epoch 83/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6568
Epoch 84/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6645
Epoch 85/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6527
Epoch 86/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6592
Epoch 87/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6560
Epoch 88/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6580
Epoch 89/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6543
Epoch 90/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0020 - accuracy: 0.6625
Epoch 91/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6564
Epoch 92/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6592
Epoch 93/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6576
Epoch 94/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6686
Epoch 95/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6633
Epoch 96/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0019 - accuracy: 0.6592
Epoch 97/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6682
Epoch 98/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6649
Epoch 99/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6657
Epoch 100/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6653
Epoch 101/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6783
Epoch 102/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6771
Epoch 103/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6775
Epoch 104/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6775
Epoch 105/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6718
Epoch 106/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6763
Epoch 107/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6653
Epoch 108/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0018 - accuracy: 0.6686
Epoch 109/300
77/77 [==============================] - 0s 5ms/step - loss: 0.0018 - accuracy: 0.6710
Epoch 110/300
77/77 [==============================] - 0s 5ms/step - loss: 0.0017 - accuracy: 0.6686
Epoch 111/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0017 - accuracy: 0.6718
Epoch 112/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0017 - accuracy: 0.6759
Epoch 113/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6783
Epoch 114/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6840
Epoch 115/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6828
Epoch 116/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6832
Epoch 117/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0016 - accuracy: 0.6795
Epoch 118/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0016 - accuracy: 0.6889
Epoch 119/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0016 - accuracy: 0.6755
Epoch 120/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6816
Epoch 121/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0018 - accuracy: 0.6714
Epoch 122/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6856
Epoch 123/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6743
Epoch 124/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0015 - accuracy: 0.6840
Epoch 125/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0015 - accuracy: 0.6869
Epoch 126/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6974
Epoch 127/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 0.6966
Epoch 128/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 0.6934
Epoch 129/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6917
Epoch 130/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6913
Epoch 131/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6877
Epoch 132/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6865
Epoch 133/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6950
Epoch 134/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0015 - accuracy: 0.6917
Epoch 135/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 0.6905
Epoch 136/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6897
Epoch 137/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6913
Epoch 138/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6942
Epoch 139/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6954
Epoch 140/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6934
Epoch 141/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6934
Epoch 142/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6946
Epoch 143/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6877
Epoch 144/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6926
Epoch 145/300
77/77 [==============================] - 0s 4ms/step - loss: 0.0014 - accuracy: 0.6905
Epoch 146/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6930
Epoch 147/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.7007
Epoch 148/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6987
Epoch 149/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6917
Epoch 150/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7064
Epoch 151/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7007
Epoch 152/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7023
Epoch 153/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7007
Epoch 154/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7044
Epoch 155/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7072
Epoch 156/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6987
Epoch 157/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6974
Epoch 158/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6995
Epoch 159/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6873
Epoch 160/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6970
Epoch 161/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6958
Epoch 162/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6950
Epoch 163/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0016 - accuracy: 0.6865
Epoch 164/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0015 - accuracy: 0.6901
Epoch 165/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6987
Epoch 166/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6999
Epoch 167/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7084
Epoch 168/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.6983
Epoch 169/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7076
Epoch 170/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7129
Epoch 171/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7182
Epoch 172/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7137
Epoch 173/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7166
Epoch 174/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7113
Epoch 175/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7141
Epoch 176/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7153
Epoch 177/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7137
Epoch 178/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7121
Epoch 179/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7121
Epoch 180/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7121
Epoch 181/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7133
Epoch 182/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7056
Epoch 183/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.6995
Epoch 184/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7019
Epoch 185/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7023
Epoch 186/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7068
Epoch 187/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7100
Epoch 188/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7117
Epoch 189/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7044
Epoch 190/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7039
Epoch 191/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7137
Epoch 192/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7133
Epoch 193/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7137
Epoch 194/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7125
Epoch 195/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7157
Epoch 196/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7166
Epoch 197/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7166
Epoch 198/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7178
Epoch 199/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7100
Epoch 200/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0014 - accuracy: 0.7052
Epoch 201/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7044
Epoch 202/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7064
Epoch 203/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7121
Epoch 204/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7117
Epoch 205/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7182
Epoch 206/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7145
Epoch 207/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7243
Epoch 208/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7288
Epoch 209/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7178
Epoch 210/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7210
Epoch 211/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7263
Epoch 212/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7210
Epoch 213/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7292
Epoch 214/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7170
Epoch 215/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7178
Epoch 216/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7222
Epoch 217/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7161
Epoch 218/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7113
Epoch 219/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7064
Epoch 220/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0013 - accuracy: 0.7068
Epoch 221/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7161
Epoch 222/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7259
Epoch 223/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7227
Epoch 224/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7186
Epoch 225/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 226/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7227
Epoch 227/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 228/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 229/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7202
Epoch 230/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 231/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7251
Epoch 232/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7243
Epoch 233/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7174
Epoch 234/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7222
Epoch 235/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7218
Epoch 236/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7251
Epoch 237/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7194
Epoch 238/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7235
Epoch 239/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7231
Epoch 240/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7206
Epoch 241/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7153
Epoch 242/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7275
Epoch 243/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7296
Epoch 244/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7279
Epoch 245/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7312
Epoch 246/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7332
Epoch 247/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7316
Epoch 248/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7320
Epoch 249/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7349
Epoch 250/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7316
Epoch 251/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 252/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7170
Epoch 253/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7316
Epoch 254/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7312
Epoch 255/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7320
Epoch 256/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7283
Epoch 257/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7214
Epoch 258/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7296
Epoch 259/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7336
Epoch 260/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7275
Epoch 261/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7324
Epoch 262/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7288
Epoch 263/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7312
Epoch 264/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7247
Epoch 265/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7332
Epoch 266/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7381
Epoch 267/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7377
Epoch 268/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7365
Epoch 269/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 270/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7267
Epoch 271/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7263
Epoch 272/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7320
Epoch 273/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7105
Epoch 274/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7178
Epoch 275/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7227
Epoch 276/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7328
Epoch 277/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7340
Epoch 278/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7308
Epoch 279/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7434
Epoch 280/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7438
Epoch 281/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7365
Epoch 282/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7365
Epoch 283/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7434
Epoch 284/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7357
Epoch 285/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7312
Epoch 286/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7349
Epoch 287/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7194
Epoch 288/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7271
Epoch 289/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0012 - accuracy: 0.7235
Epoch 290/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7381
Epoch 291/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7454
Epoch 292/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7332
Epoch 293/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7365
Epoch 294/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7454
Epoch 295/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7446
Epoch 296/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7471
Epoch 297/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7462
Epoch 298/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0010 - accuracy: 0.7454
Epoch 299/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7377
Epoch 300/300
77/77 [==============================] - 0s 3ms/step - loss: 0.0011 - accuracy: 0.7462
Out[18]:
<keras.src.callbacks.History at 0x7b5cec801450>
In [19]:
# Predict the cleaned magnitude spectrogram
S_test_cleaned = conv_model.predict(magnitude_test_X.T)

# Compute the modified magnitude spectrogram
S_test = np.multiply((test_X) / magnitude_test_X, S_test_cleaned.T)

# Define STFT parameters
n_fft = 1024  # Example value, adjust based on your STFT parameters
hop_length = 512  # Example value, adjust based on your STFT parameters

# Reconstruct the time-domain signal using inverse STFT
reconstructed_signal = librosa.istft(S_test, hop_length=hop_length, win_length=n_fft)

# Output file path for the denoised audio
output_file_path = 'denoised_output.wav'

# Write the denoised audio signal to a WAV file
sf.write(output_file_path, reconstructed_signal, sr)

# Load the clean test audio
u, sr = librosa.load('test_s_01.wav', sr=None)

# Compute the clean magnitude spectrogram
clean_S = librosa.stft(u, n_fft=n_fft, hop_length=hop_length)

# Reconstruct the clean time-domain signal using inverse STFT
inverse_S_clean = librosa.istft(clean_S, hop_length=hop_length, win_length=n_fft)

# Compute the Signal-to-Noise Ratio (SNR)
SNR = 10 * np.log10(np.sum((inverse_S_clean ** 2)) / (np.sum((inverse_S_clean - reconstructed_signal) ** 2) + 1e-20))
print("Signal-to-Noise Ratio (SNR): {:.2f} dB".format(SNR))

5/5 [==============================] - 0s 6ms/step
Signal-to-Noise Ratio (SNR): 11.27 dB

An SNR of 11.27 is showing a significant improvement in the quality of the recovered audio compared to the noisy audio. However, it can be improved and bumped upto 15.

Visualizing and playing the audio¶

In [20]:
# Now, let's visualize and play the audio

# Plot the Noisy Speech Spectrogram
plt.figure(figsize=(12, 6))
plt.subplot(311)
plt.title('Noisy Speech Spectrogram (Conv1D)')
plt.specgram(sn, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

# Plot the Recovered Speech Spectrogram
plt.subplot(312)
plt.title('Recovered Speech Spectrogram (Conv1D)')
plt.specgram(reconstructed_signal, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

# Plot the Clean Speech Spectrogram
plt.subplot(313)
plt.title('Clean Speech Spectrogram')
plt.specgram(u, NFFT=1024, Fs=sr, noverlap=512, cmap='viridis')
plt.colorbar(format='%+2.0f dB')

plt.tight_layout()
plt.show()
In [21]:
# Play the Noisy Speech
display(Audio(sn, rate=sr))

# Play the Recovered Speech
display(Audio(reconstructed_signal, rate=sr))

# Play the Clean Speech
display(Audio(u, rate=sr))
Your browser does not support the audio element.
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Problem 3: Data Augmentation¶

In [22]:
# Functions to load and preprocess CIFAR-10 data
def load_and_preprocess_cifar_data():
    (x_train, y_train), (x_test, y_test) = cifar10.load_data()

    # Number of images to set aside for validation
    validation_size = 5000

    # Split x_train and y_train into training and validation sets
    X_validation = x_train[:validation_size]
    y_validation = y_train[:validation_size]

    X_train = x_train[validation_size:]
    y_train = y_train[validation_size:]

    # Normalize the data to the range [-1, 1]
    X_train_normalized = (X_train / 127.5) - 1
    X_validation_normalized = (X_validation / 127.5) - 1
    X_test_normalized = (x_test / 127.5) - 1

    return X_train_normalized, y_train, X_validation_normalized, y_validation, X_test_normalized, y_test

# Build a CNN model for the baseline
def build_baseline_cnn_model(input_shape):
    input_layer = Input(shape=input_shape)
    conv1 = Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu')(input_layer)
    pool1 = MaxPooling2D(pool_size=(2, 2), strides=(2, 2))(conv1)
    conv2 = Conv2D(10, (5, 5), strides=(1, 1), kernel_initializer=he_normal(), activation='relu')(pool1)
    pool2 = MaxPooling2D(pool_size=(2, 2), strides=(2, 2))(conv2)
    flatten = Flatten()(pool2)
    fc1 = Dense(20, activation='relu', kernel_initializer=he_normal())(flatten)
    output_layer = Dense(10, activation='softmax', kernel_initializer=he_normal())(fc1)
    model = tf.keras.Model(inputs=input_layer, outputs=output_layer)
    model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
    return model

# Function to plot validation accuracy
def plot_validation_accuracy(history):
    plt.figure(figsize=(10, 6))
    plt.plot(history.history['val_accuracy'])
    plt.title('Validation Accuracy Over Epochs')
    plt.xlabel('Epoch')
    plt.ylabel('Validation Accuracy')
    plt.grid(True)
    plt.show()
In [28]:
if __name__ == "__main__":
    X_train, y_train, X_validation, y_validation, X_test, y_test = load_and_preprocess_cifar_data()

    # Build and train the baseline CNN model
    baseline_model = build_baseline_cnn_model(X_train.shape[1:])
    baseline_history = baseline_model.fit(X_train, y_train, epochs=100, batch_size=32, validation_data=(X_validation, y_validation))
    plot_validation_accuracy(baseline_history)

Epoch 1/100
1407/1407 [==============================] - 7s 4ms/step - loss: 1.6703 - accuracy: 0.3890 - val_loss: 1.4479 - val_accuracy: 0.4786
Epoch 2/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.3796 - accuracy: 0.5020 - val_loss: 1.3362 - val_accuracy: 0.5148
Epoch 3/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.2971 - accuracy: 0.5347 - val_loss: 1.2683 - val_accuracy: 0.5526
Epoch 4/100
1407/1407 [==============================] - 6s 4ms/step - loss: 1.2265 - accuracy: 0.5618 - val_loss: 1.2044 - val_accuracy: 0.5756
Epoch 5/100
1407/1407 [==============================] - 6s 4ms/step - loss: 1.1708 - accuracy: 0.5854 - val_loss: 1.1453 - val_accuracy: 0.6060
Epoch 6/100
1407/1407 [==============================] - 6s 4ms/step - loss: 1.1386 - accuracy: 0.5961 - val_loss: 1.1651 - val_accuracy: 0.5902
Epoch 7/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.1066 - accuracy: 0.6083 - val_loss: 1.1431 - val_accuracy: 0.6042
Epoch 8/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.0893 - accuracy: 0.6132 - val_loss: 1.1242 - val_accuracy: 0.6108
Epoch 9/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.0666 - accuracy: 0.6227 - val_loss: 1.1078 - val_accuracy: 0.6152
Epoch 10/100
1407/1407 [==============================] - 6s 4ms/step - loss: 1.0526 - accuracy: 0.6272 - val_loss: 1.1018 - val_accuracy: 0.6138
Epoch 11/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.0374 - accuracy: 0.6328 - val_loss: 1.0944 - val_accuracy: 0.6178
Epoch 12/100
1407/1407 [==============================] - 6s 4ms/step - loss: 1.0291 - accuracy: 0.6362 - val_loss: 1.1152 - val_accuracy: 0.6032
Epoch 13/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.0185 - accuracy: 0.6402 - val_loss: 1.0961 - val_accuracy: 0.6150
Epoch 14/100
1407/1407 [==============================] - 5s 4ms/step - loss: 1.0095 - accuracy: 0.6405 - val_loss: 1.0727 - val_accuracy: 0.6208
Epoch 15/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9986 - accuracy: 0.6465 - val_loss: 1.0532 - val_accuracy: 0.6336
Epoch 16/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9906 - accuracy: 0.6470 - val_loss: 1.0500 - val_accuracy: 0.6304
Epoch 17/100
1407/1407 [==============================] - 6s 4ms/step - loss: 0.9820 - accuracy: 0.6537 - val_loss: 1.0552 - val_accuracy: 0.6248
Epoch 18/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9763 - accuracy: 0.6558 - val_loss: 1.0622 - val_accuracy: 0.6294
Epoch 19/100
1407/1407 [==============================] - 6s 4ms/step - loss: 0.9678 - accuracy: 0.6597 - val_loss: 1.0760 - val_accuracy: 0.6280
Epoch 20/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9623 - accuracy: 0.6606 - val_loss: 1.0489 - val_accuracy: 0.6300
Epoch 21/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9593 - accuracy: 0.6621 - val_loss: 1.0492 - val_accuracy: 0.6362
Epoch 22/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9529 - accuracy: 0.6643 - val_loss: 1.0601 - val_accuracy: 0.6354
Epoch 23/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9497 - accuracy: 0.6651 - val_loss: 1.0652 - val_accuracy: 0.6316
Epoch 24/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9447 - accuracy: 0.6685 - val_loss: 1.0342 - val_accuracy: 0.6390
Epoch 25/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9404 - accuracy: 0.6688 - val_loss: 1.0642 - val_accuracy: 0.6370
Epoch 26/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9366 - accuracy: 0.6687 - val_loss: 1.0426 - val_accuracy: 0.6314
Epoch 27/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9330 - accuracy: 0.6712 - val_loss: 1.0644 - val_accuracy: 0.6290
Epoch 28/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9261 - accuracy: 0.6753 - val_loss: 1.0347 - val_accuracy: 0.6434
Epoch 29/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9251 - accuracy: 0.6740 - val_loss: 1.0523 - val_accuracy: 0.6352
Epoch 30/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9236 - accuracy: 0.6730 - val_loss: 1.0387 - val_accuracy: 0.6428
Epoch 31/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9175 - accuracy: 0.6753 - val_loss: 1.0384 - val_accuracy: 0.6430
Epoch 32/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9125 - accuracy: 0.6774 - val_loss: 1.1029 - val_accuracy: 0.6198
Epoch 33/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9102 - accuracy: 0.6783 - val_loss: 1.0655 - val_accuracy: 0.6274
Epoch 34/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9081 - accuracy: 0.6814 - val_loss: 1.0541 - val_accuracy: 0.6364
Epoch 35/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9046 - accuracy: 0.6827 - val_loss: 1.0567 - val_accuracy: 0.6346
Epoch 36/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.9040 - accuracy: 0.6816 - val_loss: 1.0361 - val_accuracy: 0.6458
Epoch 37/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8984 - accuracy: 0.6846 - val_loss: 1.0352 - val_accuracy: 0.6436
Epoch 38/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8984 - accuracy: 0.6842 - val_loss: 1.0629 - val_accuracy: 0.6326
Epoch 39/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8974 - accuracy: 0.6833 - val_loss: 1.0250 - val_accuracy: 0.6462
Epoch 40/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8914 - accuracy: 0.6866 - val_loss: 1.0503 - val_accuracy: 0.6402
Epoch 41/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8923 - accuracy: 0.6835 - val_loss: 1.0833 - val_accuracy: 0.6240
Epoch 42/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8915 - accuracy: 0.6860 - val_loss: 1.0315 - val_accuracy: 0.6452
Epoch 43/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8867 - accuracy: 0.6889 - val_loss: 1.0307 - val_accuracy: 0.6478
Epoch 44/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8865 - accuracy: 0.6878 - val_loss: 1.0523 - val_accuracy: 0.6350
Epoch 45/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8861 - accuracy: 0.6870 - val_loss: 1.0343 - val_accuracy: 0.6380
Epoch 46/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8831 - accuracy: 0.6886 - val_loss: 1.0416 - val_accuracy: 0.6428
Epoch 47/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8797 - accuracy: 0.6905 - val_loss: 1.0637 - val_accuracy: 0.6350
Epoch 48/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8796 - accuracy: 0.6889 - val_loss: 1.0346 - val_accuracy: 0.6480
Epoch 49/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8754 - accuracy: 0.6919 - val_loss: 1.0294 - val_accuracy: 0.6472
Epoch 50/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8758 - accuracy: 0.6887 - val_loss: 1.0762 - val_accuracy: 0.6292
Epoch 51/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8713 - accuracy: 0.6933 - val_loss: 1.0695 - val_accuracy: 0.6380
Epoch 52/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8717 - accuracy: 0.6943 - val_loss: 1.0505 - val_accuracy: 0.6438
Epoch 53/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8712 - accuracy: 0.6946 - val_loss: 1.0687 - val_accuracy: 0.6336
Epoch 54/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8661 - accuracy: 0.6974 - val_loss: 1.0474 - val_accuracy: 0.6432
Epoch 55/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8680 - accuracy: 0.6941 - val_loss: 1.0410 - val_accuracy: 0.6398
Epoch 56/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8677 - accuracy: 0.6958 - val_loss: 1.0364 - val_accuracy: 0.6438
Epoch 57/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8649 - accuracy: 0.6961 - val_loss: 1.0706 - val_accuracy: 0.6358
Epoch 58/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8636 - accuracy: 0.6972 - val_loss: 1.0422 - val_accuracy: 0.6402
Epoch 59/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8636 - accuracy: 0.6962 - val_loss: 1.0746 - val_accuracy: 0.6400
Epoch 60/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8596 - accuracy: 0.6981 - val_loss: 1.0536 - val_accuracy: 0.6410
Epoch 61/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8572 - accuracy: 0.6971 - val_loss: 1.0590 - val_accuracy: 0.6378
Epoch 62/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8630 - accuracy: 0.6985 - val_loss: 1.0362 - val_accuracy: 0.6460
Epoch 63/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8549 - accuracy: 0.6992 - val_loss: 1.0509 - val_accuracy: 0.6384
Epoch 64/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8570 - accuracy: 0.6985 - val_loss: 1.0627 - val_accuracy: 0.6412
Epoch 65/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8525 - accuracy: 0.7007 - val_loss: 1.0526 - val_accuracy: 0.6414
Epoch 66/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8525 - accuracy: 0.6985 - val_loss: 1.0570 - val_accuracy: 0.6464
Epoch 67/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8502 - accuracy: 0.7030 - val_loss: 1.0708 - val_accuracy: 0.6370
Epoch 68/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8506 - accuracy: 0.7015 - val_loss: 1.0489 - val_accuracy: 0.6466
Epoch 69/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8476 - accuracy: 0.7002 - val_loss: 1.0355 - val_accuracy: 0.6438
Epoch 70/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8463 - accuracy: 0.7024 - val_loss: 1.0505 - val_accuracy: 0.6456
Epoch 71/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8464 - accuracy: 0.7029 - val_loss: 1.0562 - val_accuracy: 0.6390
Epoch 72/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8430 - accuracy: 0.7034 - val_loss: 1.0517 - val_accuracy: 0.6452
Epoch 73/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8449 - accuracy: 0.7030 - val_loss: 1.0496 - val_accuracy: 0.6452
Epoch 74/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8424 - accuracy: 0.7058 - val_loss: 1.0506 - val_accuracy: 0.6476
Epoch 75/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8437 - accuracy: 0.7033 - val_loss: 1.0531 - val_accuracy: 0.6442
Epoch 76/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8378 - accuracy: 0.7051 - val_loss: 1.0550 - val_accuracy: 0.6412
Epoch 77/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8402 - accuracy: 0.7062 - val_loss: 1.0713 - val_accuracy: 0.6448
Epoch 78/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8393 - accuracy: 0.7058 - val_loss: 1.0790 - val_accuracy: 0.6388
Epoch 79/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8402 - accuracy: 0.7050 - val_loss: 1.0662 - val_accuracy: 0.6442
Epoch 80/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8405 - accuracy: 0.7047 - val_loss: 1.0771 - val_accuracy: 0.6334
Epoch 81/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8383 - accuracy: 0.7055 - val_loss: 1.1006 - val_accuracy: 0.6312
Epoch 82/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8375 - accuracy: 0.7054 - val_loss: 1.0403 - val_accuracy: 0.6432
Epoch 83/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8350 - accuracy: 0.7066 - val_loss: 1.0443 - val_accuracy: 0.6442
Epoch 84/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8327 - accuracy: 0.7063 - val_loss: 1.0618 - val_accuracy: 0.6446
Epoch 85/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8323 - accuracy: 0.7074 - val_loss: 1.0681 - val_accuracy: 0.6440
Epoch 86/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8369 - accuracy: 0.7066 - val_loss: 1.0563 - val_accuracy: 0.6442
Epoch 87/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8310 - accuracy: 0.7066 - val_loss: 1.0653 - val_accuracy: 0.6444
Epoch 88/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8307 - accuracy: 0.7078 - val_loss: 1.0755 - val_accuracy: 0.6422
Epoch 89/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8280 - accuracy: 0.7082 - val_loss: 1.0516 - val_accuracy: 0.6492
Epoch 90/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8288 - accuracy: 0.7094 - val_loss: 1.0649 - val_accuracy: 0.6366
Epoch 91/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8285 - accuracy: 0.7090 - val_loss: 1.0643 - val_accuracy: 0.6442
Epoch 92/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8301 - accuracy: 0.7068 - val_loss: 1.0664 - val_accuracy: 0.6410
Epoch 93/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8269 - accuracy: 0.7090 - val_loss: 1.0765 - val_accuracy: 0.6432
Epoch 94/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8271 - accuracy: 0.7086 - val_loss: 1.0629 - val_accuracy: 0.6440
Epoch 95/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8259 - accuracy: 0.7101 - val_loss: 1.0702 - val_accuracy: 0.6434
Epoch 96/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8252 - accuracy: 0.7103 - val_loss: 1.0696 - val_accuracy: 0.6462
Epoch 97/100
1407/1407 [==============================] - 5s 3ms/step - loss: 0.8267 - accuracy: 0.7106 - val_loss: 1.0606 - val_accuracy: 0.6432
Epoch 98/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8212 - accuracy: 0.7108 - val_loss: 1.0800 - val_accuracy: 0.6430
Epoch 99/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8213 - accuracy: 0.7144 - val_loss: 1.0729 - val_accuracy: 0.6438
Epoch 100/100
1407/1407 [==============================] - 5s 4ms/step - loss: 0.8222 - accuracy: 0.7109 - val_loss: 1.0604 - val_accuracy: 0.6488
In [27]:
# Initialize an empty list to store augmented data
augmented_data = []

# Data augmentation: Brighten, darken, and flip horizontally
augmentation_1 = np.minimum(1.1 * X_train, 1)
augmentation_2 = 0.9 * X_train
augmentation_3 = np.flip(X_train, axis=2)
augmentation_4 = X_train

# Append augmented data to the list if not empty
if augmentation_1.size > 0:
    augmented_data.append(augmentation_1)
if augmentation_2.size > 0:
    augmented_data.append(augmentation_2)
if augmentation_3.size > 0:
    augmented_data.append(augmentation_3)
if augmentation_4.size > 0:
    augmented_data.append(augmentation_4)

# Concatenate the augmented data in smaller batches (e.g., 5000 samples per batch)
batch_size = 5000
num_samples = len(X_train)
merged_augmented_data = []

for i in range(0, len(augmented_data), batch_size):
    batch_data = np.concatenate(augmented_data[i:i + batch_size], axis=0)
    merged_augmented_data.append(batch_data)

# Concatenate the batches
merged_augmented_data = np.concatenate(merged_augmented_data, axis=0)

# Rescale the merged augmented data
merged_augmented_data_new = (merged_augmented_data + 1) / 2
In [29]:
# Visualize the first five images from augmentation 1 and 2
viz = 5
# from augmentation 1
for i in range(viz):
    plt.figure(figsize=(2, 2))
    plt.imshow(augmentation_1[i].reshape(32, 32, 3))  # Assuming the images are 32x32x3
    plt.axis('off')
    plt.title(f'Augmented Image {i+1}')
    plt.show()
# from augmentation 2
for i in range(viz):
    plt.figure(figsize=(2, 2))
    plt.imshow(augmentation_3[i].reshape(32, 32, 3))  # Assuming the images are 32x32x3
    plt.axis('off')
    plt.title(f'Darkened Image {i+1}')
    plt.show()

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [30]:
y_train_stacked = np.repeat(y_train, 4)
In [ ]:
    # Build and train a different CNN model for the augmented dataset
    augmented_model = build_baseline_cnn_model(X_train.shape[1:])
    augmented_history = augmented_model.fit(merged_augmented_data_new, y_train_stacked, epochs=100, batch_size=32, validation_data=(X_validation, y_validation))

    # plot accuracy
    plot_validation_accuracy(augmented_history)

Epoch 1/100
5625/5625 [==============================] - 21s 3ms/step - loss: 2.3029 - accuracy: 0.0988 - val_loss: 2.3026 - val_accuracy: 0.0884
Epoch 2/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1000 - val_loss: 2.3026 - val_accuracy: 0.1044
Epoch 3/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3071 - val_accuracy: 0.0826
Epoch 4/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3044 - val_accuracy: 0.0932
Epoch 5/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.1007 - val_loss: 2.3043 - val_accuracy: 0.1052
Epoch 6/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.1005 - val_loss: 2.3040 - val_accuracy: 0.1086
Epoch 7/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3042 - val_accuracy: 0.1016
Epoch 8/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1010 - val_loss: 2.3042 - val_accuracy: 0.1074
Epoch 9/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3041 - val_accuracy: 0.1010
Epoch 10/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0998 - val_loss: 2.3047 - val_accuracy: 0.0972
Epoch 11/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1005 - val_loss: 2.3044 - val_accuracy: 0.0984
Epoch 12/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1012 - val_loss: 2.3041 - val_accuracy: 0.1068
Epoch 13/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1002 - val_loss: 2.3045 - val_accuracy: 0.1012
Epoch 14/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1002 - val_loss: 2.3042 - val_accuracy: 0.1010
Epoch 15/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0991 - val_loss: 2.3044 - val_accuracy: 0.1006
Epoch 16/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0988 - val_loss: 2.3043 - val_accuracy: 0.1066
Epoch 17/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1007 - val_loss: 2.3041 - val_accuracy: 0.0936
Epoch 18/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1008 - val_loss: 2.3041 - val_accuracy: 0.0980
Epoch 19/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0999 - val_loss: 2.3044 - val_accuracy: 0.0982
Epoch 20/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1002 - val_loss: 2.3042 - val_accuracy: 0.1010
Epoch 21/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0990 - val_loss: 2.3044 - val_accuracy: 0.0974
Epoch 22/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0990 - val_loss: 2.3047 - val_accuracy: 0.0930
Epoch 23/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1006 - val_loss: 2.3040 - val_accuracy: 0.0946
Epoch 24/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1006 - val_loss: 2.3045 - val_accuracy: 0.0932
Epoch 25/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0998 - val_loss: 2.3044 - val_accuracy: 0.0984
Epoch 26/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0989 - val_loss: 2.3042 - val_accuracy: 0.0932
Epoch 27/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0995 - val_loss: 2.3045 - val_accuracy: 0.0932
Epoch 28/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0979 - val_loss: 2.3045 - val_accuracy: 0.1080
Epoch 29/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0986 - val_loss: 2.3045 - val_accuracy: 0.0938
Epoch 30/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3044 - val_accuracy: 0.1008
Epoch 31/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1006 - val_loss: 2.3046 - val_accuracy: 0.0982
Epoch 32/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1013 - val_loss: 2.3042 - val_accuracy: 0.1080
Epoch 33/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3028 - accuracy: 0.0994 - val_loss: 2.3047 - val_accuracy: 0.0970
Epoch 34/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3044 - val_accuracy: 0.1014
Epoch 35/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0996 - val_loss: 2.3044 - val_accuracy: 0.1010
Epoch 36/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0993 - val_loss: 2.3045 - val_accuracy: 0.1006
Epoch 37/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0994 - val_loss: 2.3042 - val_accuracy: 0.0942
Epoch 38/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0998 - val_loss: 2.3043 - val_accuracy: 0.0986
Epoch 39/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0989 - val_loss: 2.3046 - val_accuracy: 0.0978
Epoch 40/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0992 - val_loss: 2.3047 - val_accuracy: 0.0938
Epoch 41/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0988 - val_loss: 2.3044 - val_accuracy: 0.0940
Epoch 42/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0991 - val_loss: 2.3046 - val_accuracy: 0.0978
Epoch 43/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3047 - val_accuracy: 0.1006
Epoch 44/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0986 - val_loss: 2.3043 - val_accuracy: 0.0938
Epoch 45/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1011 - val_loss: 2.3043 - val_accuracy: 0.1052
Epoch 46/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3043 - val_accuracy: 0.1076
Epoch 47/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0992 - val_loss: 2.3039 - val_accuracy: 0.0940
Epoch 48/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0983 - val_loss: 2.3043 - val_accuracy: 0.0968
Epoch 49/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0992 - val_loss: 2.3043 - val_accuracy: 0.0974
Epoch 50/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0999 - val_loss: 2.3043 - val_accuracy: 0.1010
Epoch 51/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1003 - val_loss: 2.3041 - val_accuracy: 0.0970
Epoch 52/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1000 - val_loss: 2.3044 - val_accuracy: 0.0932
Epoch 53/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1002 - val_loss: 2.3045 - val_accuracy: 0.0986
Epoch 54/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1000 - val_loss: 2.3046 - val_accuracy: 0.0978
Epoch 55/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0996 - val_loss: 2.3042 - val_accuracy: 0.0930
Epoch 56/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1000 - val_loss: 2.3047 - val_accuracy: 0.0932
Epoch 57/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1009 - val_loss: 2.3050 - val_accuracy: 0.0936
Epoch 58/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0999 - val_loss: 2.3045 - val_accuracy: 0.1008
Epoch 59/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1004 - val_loss: 2.3041 - val_accuracy: 0.1052
Epoch 60/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1011 - val_loss: 2.3040 - val_accuracy: 0.1008
Epoch 61/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0999 - val_loss: 2.3042 - val_accuracy: 0.0938
Epoch 62/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0987 - val_loss: 2.3045 - val_accuracy: 0.0968
Epoch 63/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1003 - val_loss: 2.3043 - val_accuracy: 0.0972
Epoch 64/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1005 - val_loss: 2.3043 - val_accuracy: 0.0976
Epoch 65/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3044 - val_accuracy: 0.1018
Epoch 66/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3046 - val_accuracy: 0.0986
Epoch 67/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0989 - val_loss: 2.3044 - val_accuracy: 0.1008
Epoch 68/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.0992 - val_loss: 2.3043 - val_accuracy: 0.1012
Epoch 69/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.1010 - val_loss: 2.3039 - val_accuracy: 0.1050
Epoch 70/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.0995 - val_loss: 2.3044 - val_accuracy: 0.0978
Epoch 71/100
5625/5625 [==============================] - 19s 3ms/step - loss: 2.3027 - accuracy: 0.1004 - val_loss: 2.3038 - val_accuracy: 0.1074
Epoch 72/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0996 - val_loss: 2.3045 - val_accuracy: 0.1002
Epoch 73/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0997 - val_loss: 2.3043 - val_accuracy: 0.0980
Epoch 74/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0991 - val_loss: 2.3043 - val_accuracy: 0.0980
Epoch 75/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3028 - accuracy: 0.0987 - val_loss: 2.3044 - val_accuracy: 0.0936
Epoch 76/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3028 - accuracy: 0.0997 - val_loss: 2.3041 - val_accuracy: 0.1076
Epoch 77/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3028 - accuracy: 0.0991 - val_loss: 2.3044 - val_accuracy: 0.1006
Epoch 78/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0988 - val_loss: 2.3042 - val_accuracy: 0.0938
Epoch 79/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1000 - val_loss: 2.3043 - val_accuracy: 0.0974
Epoch 80/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0991 - val_loss: 2.3043 - val_accuracy: 0.1054
Epoch 81/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1001 - val_loss: 2.3044 - val_accuracy: 0.0934
Epoch 82/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0988 - val_loss: 2.3039 - val_accuracy: 0.1066
Epoch 83/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1007 - val_loss: 2.3043 - val_accuracy: 0.0982
Epoch 84/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3028 - accuracy: 0.0994 - val_loss: 2.3044 - val_accuracy: 0.0936
Epoch 85/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.0986 - val_loss: 2.3046 - val_accuracy: 0.0936
Epoch 86/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3027 - accuracy: 0.1010 - val_loss: 2.3044 - val_accuracy: 0.1004
Epoch 87/100
3225/5625 [================>.............] - ETA: 7s - loss: 2.3027 - accuracy: 0.0990
In [ ]:
    # Build and train a different CNN model for the augmented dataset
    augmented_model = build_baseline_cnn_model(X_train.shape[1:])
    augmented_history = augmented_model.fit(merged_augmented_data_new, y_train_stacked, epochs=100, batch_size=32, validation_data=(X_validation, y_validation))

    plot_validation_accuracy(augmented_history)

Epoch 1/100
5625/5625 [==============================] - 18s 3ms/step - loss: 2.3029 - accuracy: 0.1001 - val_loss: 2.4073 - val_accuracy: 0.1430
Epoch 2/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.3028 - accuracy: 0.1006 - val_loss: 3.7012 - val_accuracy: 0.1044
Epoch 3/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3027 - accuracy: 0.1003 - val_loss: 7.9439 - val_accuracy: 0.1168
Epoch 4/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3028 - accuracy: 0.0990 - val_loss: 7.7689 - val_accuracy: 0.0990
Epoch 5/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.3027 - accuracy: 0.0985 - val_loss: 11.9346 - val_accuracy: 0.0940
Epoch 6/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3027 - accuracy: 0.0993 - val_loss: 12.0893 - val_accuracy: 0.1082
Epoch 7/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3025 - accuracy: 0.1005 - val_loss: 15.8753 - val_accuracy: 0.1088
Epoch 8/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3021 - accuracy: 0.0999 - val_loss: 16.8942 - val_accuracy: 0.1296
Epoch 9/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3017 - accuracy: 0.1008 - val_loss: 15.7243 - val_accuracy: 0.1068
Epoch 10/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3012 - accuracy: 0.1012 - val_loss: 20.4631 - val_accuracy: 0.1088
Epoch 11/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.3005 - accuracy: 0.1008 - val_loss: 17.8443 - val_accuracy: 0.1060
Epoch 12/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2995 - accuracy: 0.1032 - val_loss: 34.7268 - val_accuracy: 0.1186
Epoch 13/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2984 - accuracy: 0.1028 - val_loss: 35.9614 - val_accuracy: 0.1214
Epoch 14/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2976 - accuracy: 0.1029 - val_loss: 33.4035 - val_accuracy: 0.1086
Epoch 15/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2964 - accuracy: 0.1041 - val_loss: 31.6973 - val_accuracy: 0.1094
Epoch 16/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2954 - accuracy: 0.1034 - val_loss: 44.8329 - val_accuracy: 0.1120
Epoch 17/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2938 - accuracy: 0.1049 - val_loss: 45.1970 - val_accuracy: 0.1080
Epoch 18/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2926 - accuracy: 0.1050 - val_loss: 53.1611 - val_accuracy: 0.1102
Epoch 19/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2913 - accuracy: 0.1054 - val_loss: 64.6262 - val_accuracy: 0.1136
Epoch 20/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2899 - accuracy: 0.1062 - val_loss: 53.5193 - val_accuracy: 0.1064
Epoch 21/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2887 - accuracy: 0.1082 - val_loss: 63.2522 - val_accuracy: 0.1082
Epoch 22/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2877 - accuracy: 0.1072 - val_loss: 74.0614 - val_accuracy: 0.1108
Epoch 23/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2864 - accuracy: 0.1074 - val_loss: 75.1979 - val_accuracy: 0.1068
Epoch 24/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2854 - accuracy: 0.1072 - val_loss: 79.6580 - val_accuracy: 0.1018
Epoch 25/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2842 - accuracy: 0.1077 - val_loss: 84.3146 - val_accuracy: 0.1060
Epoch 26/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2832 - accuracy: 0.1091 - val_loss: 90.8067 - val_accuracy: 0.1002
Epoch 27/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2824 - accuracy: 0.1094 - val_loss: 98.0765 - val_accuracy: 0.1106
Epoch 28/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2815 - accuracy: 0.1104 - val_loss: 89.7173 - val_accuracy: 0.1040
Epoch 29/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2807 - accuracy: 0.1097 - val_loss: 97.0384 - val_accuracy: 0.1086
Epoch 30/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2803 - accuracy: 0.1098 - val_loss: 118.4763 - val_accuracy: 0.1050
Epoch 31/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2791 - accuracy: 0.1111 - val_loss: 100.7875 - val_accuracy: 0.1038
Epoch 32/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2785 - accuracy: 0.1115 - val_loss: 133.8439 - val_accuracy: 0.0950
Epoch 33/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2780 - accuracy: 0.1107 - val_loss: 148.2412 - val_accuracy: 0.1036
Epoch 34/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2772 - accuracy: 0.1101 - val_loss: 121.0403 - val_accuracy: 0.1006
Epoch 35/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2766 - accuracy: 0.1111 - val_loss: 116.8358 - val_accuracy: 0.1054
Epoch 36/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2762 - accuracy: 0.1119 - val_loss: 140.6668 - val_accuracy: 0.1012
Epoch 37/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2755 - accuracy: 0.1117 - val_loss: 131.3145 - val_accuracy: 0.1000
Epoch 38/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2753 - accuracy: 0.1120 - val_loss: 130.2110 - val_accuracy: 0.1012
Epoch 39/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2743 - accuracy: 0.1124 - val_loss: 143.2571 - val_accuracy: 0.0958
Epoch 40/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2742 - accuracy: 0.1116 - val_loss: 153.9512 - val_accuracy: 0.0964
Epoch 41/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2735 - accuracy: 0.1129 - val_loss: 145.3177 - val_accuracy: 0.0938
Epoch 42/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2735 - accuracy: 0.1124 - val_loss: 145.2143 - val_accuracy: 0.0974
Epoch 43/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2726 - accuracy: 0.1129 - val_loss: 159.6017 - val_accuracy: 0.0984
Epoch 44/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2727 - accuracy: 0.1131 - val_loss: 161.8028 - val_accuracy: 0.0970
Epoch 45/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2720 - accuracy: 0.1134 - val_loss: 164.8309 - val_accuracy: 0.0966
Epoch 46/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2721 - accuracy: 0.1129 - val_loss: 177.8791 - val_accuracy: 0.0954
Epoch 47/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2713 - accuracy: 0.1133 - val_loss: 169.4644 - val_accuracy: 0.0912
Epoch 48/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2711 - accuracy: 0.1140 - val_loss: 170.1302 - val_accuracy: 0.0924
Epoch 49/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2706 - accuracy: 0.1138 - val_loss: 161.1705 - val_accuracy: 0.0970
Epoch 50/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2706 - accuracy: 0.1130 - val_loss: 153.4010 - val_accuracy: 0.0930
Epoch 51/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2701 - accuracy: 0.1129 - val_loss: 181.6408 - val_accuracy: 0.0994
Epoch 52/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2695 - accuracy: 0.1144 - val_loss: 190.5674 - val_accuracy: 0.0972
Epoch 53/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2697 - accuracy: 0.1142 - val_loss: 196.5848 - val_accuracy: 0.0924
Epoch 54/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2695 - accuracy: 0.1138 - val_loss: 190.2716 - val_accuracy: 0.0966
Epoch 55/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2695 - accuracy: 0.1140 - val_loss: 189.5676 - val_accuracy: 0.0952
Epoch 56/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2691 - accuracy: 0.1136 - val_loss: 179.5373 - val_accuracy: 0.1006
Epoch 57/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2686 - accuracy: 0.1147 - val_loss: 226.3997 - val_accuracy: 0.0966
Epoch 58/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2684 - accuracy: 0.1153 - val_loss: 193.1117 - val_accuracy: 0.0958
Epoch 59/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2681 - accuracy: 0.1150 - val_loss: 195.5395 - val_accuracy: 0.0914
Epoch 60/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2679 - accuracy: 0.1148 - val_loss: 201.2110 - val_accuracy: 0.1020
Epoch 61/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2682 - accuracy: 0.1149 - val_loss: 201.8367 - val_accuracy: 0.0928
Epoch 62/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2675 - accuracy: 0.1153 - val_loss: 203.2161 - val_accuracy: 0.0930
Epoch 63/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2677 - accuracy: 0.1154 - val_loss: 211.2582 - val_accuracy: 0.0964
Epoch 64/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2678 - accuracy: 0.1156 - val_loss: 192.6516 - val_accuracy: 0.0946
Epoch 65/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2672 - accuracy: 0.1148 - val_loss: 200.8200 - val_accuracy: 0.0940
Epoch 66/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2667 - accuracy: 0.1152 - val_loss: 202.3245 - val_accuracy: 0.0938
Epoch 67/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2664 - accuracy: 0.1154 - val_loss: 214.9391 - val_accuracy: 0.0972
Epoch 68/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2667 - accuracy: 0.1145 - val_loss: 225.2345 - val_accuracy: 0.0994
Epoch 69/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2662 - accuracy: 0.1158 - val_loss: 207.3396 - val_accuracy: 0.0928
Epoch 70/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2664 - accuracy: 0.1154 - val_loss: 221.8150 - val_accuracy: 0.0946
Epoch 71/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2664 - accuracy: 0.1156 - val_loss: 220.3728 - val_accuracy: 0.0956
Epoch 72/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2659 - accuracy: 0.1155 - val_loss: 230.8799 - val_accuracy: 0.0954
Epoch 73/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2657 - accuracy: 0.1133 - val_loss: 225.8466 - val_accuracy: 0.0924
Epoch 74/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2654 - accuracy: 0.1141 - val_loss: 242.9647 - val_accuracy: 0.0936
Epoch 75/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2655 - accuracy: 0.1156 - val_loss: 245.0961 - val_accuracy: 0.0934
Epoch 76/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2652 - accuracy: 0.1149 - val_loss: 245.6636 - val_accuracy: 0.0984
Epoch 77/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2651 - accuracy: 0.1155 - val_loss: 233.7258 - val_accuracy: 0.0906
Epoch 78/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2654 - accuracy: 0.1157 - val_loss: 256.3303 - val_accuracy: 0.0984
Epoch 79/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2653 - accuracy: 0.1157 - val_loss: 258.5787 - val_accuracy: 0.0944
Epoch 80/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2648 - accuracy: 0.1149 - val_loss: 256.2877 - val_accuracy: 0.1024
Epoch 81/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2646 - accuracy: 0.1160 - val_loss: 232.7390 - val_accuracy: 0.0918
Epoch 82/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2644 - accuracy: 0.1159 - val_loss: 252.9143 - val_accuracy: 0.0984
Epoch 83/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2645 - accuracy: 0.1159 - val_loss: 265.1746 - val_accuracy: 0.1020
Epoch 84/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2643 - accuracy: 0.1155 - val_loss: 260.2755 - val_accuracy: 0.1018
Epoch 85/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2641 - accuracy: 0.1161 - val_loss: 260.6147 - val_accuracy: 0.0986
Epoch 86/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2638 - accuracy: 0.1166 - val_loss: 261.7353 - val_accuracy: 0.0924
Epoch 87/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2637 - accuracy: 0.1154 - val_loss: 279.2666 - val_accuracy: 0.0964
Epoch 88/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2639 - accuracy: 0.1160 - val_loss: 245.5983 - val_accuracy: 0.1048
Epoch 89/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2638 - accuracy: 0.1153 - val_loss: 255.4000 - val_accuracy: 0.0970
Epoch 90/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2637 - accuracy: 0.1161 - val_loss: 268.2834 - val_accuracy: 0.0984
Epoch 91/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2634 - accuracy: 0.1152 - val_loss: 267.1493 - val_accuracy: 0.1004
Epoch 92/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2631 - accuracy: 0.1155 - val_loss: 270.5446 - val_accuracy: 0.0932
Epoch 93/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2632 - accuracy: 0.1160 - val_loss: 295.5285 - val_accuracy: 0.0988
Epoch 94/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2632 - accuracy: 0.1160 - val_loss: 279.3002 - val_accuracy: 0.0986
Epoch 95/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2632 - accuracy: 0.1158 - val_loss: 285.3468 - val_accuracy: 0.1000
Epoch 96/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2626 - accuracy: 0.1153 - val_loss: 360.4911 - val_accuracy: 0.0986
Epoch 97/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2630 - accuracy: 0.1169 - val_loss: 309.7183 - val_accuracy: 0.0998
Epoch 98/100
5625/5625 [==============================] - 17s 3ms/step - loss: 2.2631 - accuracy: 0.1160 - val_loss: 288.5858 - val_accuracy: 0.0960
Epoch 99/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2626 - accuracy: 0.1150 - val_loss: 292.9238 - val_accuracy: 0.0942
Epoch 100/100
5625/5625 [==============================] - 16s 3ms/step - loss: 2.2631 - accuracy: 0.1166 - val_loss: 297.5855 - val_accuracy: 0.0990
In [ ]:
# Plot validation accuracy for both baseline and augmented models
plt.figure(figsize=(12, 6))
plt.plot(baseline_history.history['val_accuracy'], label='Baseline Model')
plt.plot(augmented_history.history['val_accuracy'], label='Augmented Model')
plt.title('Validation Accuracy Over Epochs')
plt.xlabel('Epoch')
plt.ylabel('Validation Accuracy')
plt.legend()
plt.grid(True)
plt.show()

Problem 4: Self-Supervised Learning via Pretext Tasks¶

In [ ]:
from tensorflow import keras
from tqdm import tqdm

(x_data, y_data), (x_test, y_test) = keras.datasets.cifar10.load_data()
In [ ]:
# Separate the last 500 data points as the baseline
x_base = x_data[-500:]
y_base = y_data[-500:]

# Use the remaining data for pretext
x_pre = x_data[:-500]
y_pre = y_data[:-500]

# Apply vertical flip to the images in the pretext dataset
x_flipped = [np.flipud(img) for img in x_pre]

# Rotate the images 90 degrees in the pretext dataset
x_rotated = [np.rot90(img) for img in x_pre]

# Convert the flipped and rotated images to NumPy arrays
x_flipped_np = np.array(x_flipped)
x_rotated_np = np.array(x_rotated)

# Concatenate the original, flipped, and rotated images in the pretext dataset
x_pretext_combined = np.vstack((x_pre, x_rotated_np, x_flipped_np))

# Create labels for the pretext dataset
num_samples = x_pretext_combined.shape[0]
y_0 = np.zeros((49500,1))
y_1 = np.ones((49500,1))
y_2 = np.ones((49500,1))*2

y_pretext_final = np.vstack((y_0,y_1,y_2))

# Rescale the images in the pretext dataset to the range [-1, 1]
x_pretext_combined = (x_pretext_combined - 127.5) / 127.5
y_pretext_combined = np.vstack((y_0,y_1,y_2))
In [ ]:
# rescaling
x_base_rescaled = (x_base/255.0) * 2-1
x_test_rescaled = (x_test/255.0) * 2-1
In [ ]:
# Create the model
base_model = tf.keras.Sequential([
    tf.keras.layers.Conv2D(10, (5, 5), input_shape=(32, 32, 3), kernel_initializer='he_normal'),
    tf.keras.layers.MaxPooling2D(2),
    tf.keras.layers.Conv2D(10, (5, 5), kernel_initializer='he_normal'),
    tf.keras.layers.MaxPooling2D(2),
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dense(20, activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.Dense(10, activation='softmax')
])

# Compile the model
base_model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
In [ ]:
In [ ]:
base_results = base_model.fit(
    x_base_rescaled,y_base, epochs=10000,
    batch_size=500, validation_batch_size = 2500, validation_data = (x_test_rescaled, y_test)
    )

Streaming output truncated to the last 5000 lines.
1/1 [==============================] - 0s 86ms/step - loss: 1.2739e-06 - accuracy: 1.0000 - val_loss: 13.7263 - val_accuracy: 0.3135
Epoch 7502/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.2729e-06 - accuracy: 1.0000 - val_loss: 13.7268 - val_accuracy: 0.3135
Epoch 7503/10000
1/1 [==============================] - 0s 84ms/step - loss: 1.2720e-06 - accuracy: 1.0000 - val_loss: 13.7273 - val_accuracy: 0.3135
Epoch 7504/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2715e-06 - accuracy: 1.0000 - val_loss: 13.7278 - val_accuracy: 0.3135
Epoch 7505/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2708e-06 - accuracy: 1.0000 - val_loss: 13.7283 - val_accuracy: 0.3135
Epoch 7506/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2696e-06 - accuracy: 1.0000 - val_loss: 13.7289 - val_accuracy: 0.3135
Epoch 7507/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2679e-06 - accuracy: 1.0000 - val_loss: 13.7293 - val_accuracy: 0.3135
Epoch 7508/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2677e-06 - accuracy: 1.0000 - val_loss: 13.7298 - val_accuracy: 0.3135
Epoch 7509/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2674e-06 - accuracy: 1.0000 - val_loss: 13.7303 - val_accuracy: 0.3135
Epoch 7510/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2665e-06 - accuracy: 1.0000 - val_loss: 13.7308 - val_accuracy: 0.3135
Epoch 7511/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2660e-06 - accuracy: 1.0000 - val_loss: 13.7313 - val_accuracy: 0.3135
Epoch 7512/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2658e-06 - accuracy: 1.0000 - val_loss: 13.7318 - val_accuracy: 0.3135
Epoch 7513/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2650e-06 - accuracy: 1.0000 - val_loss: 13.7324 - val_accuracy: 0.3135
Epoch 7514/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2643e-06 - accuracy: 1.0000 - val_loss: 13.7329 - val_accuracy: 0.3135
Epoch 7515/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2629e-06 - accuracy: 1.0000 - val_loss: 13.7333 - val_accuracy: 0.3135
Epoch 7516/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2617e-06 - accuracy: 1.0000 - val_loss: 13.7338 - val_accuracy: 0.3135
Epoch 7517/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.2610e-06 - accuracy: 1.0000 - val_loss: 13.7343 - val_accuracy: 0.3135
Epoch 7518/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2596e-06 - accuracy: 1.0000 - val_loss: 13.7349 - val_accuracy: 0.3135
Epoch 7519/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.2584e-06 - accuracy: 1.0000 - val_loss: 13.7354 - val_accuracy: 0.3135
Epoch 7520/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2574e-06 - accuracy: 1.0000 - val_loss: 13.7359 - val_accuracy: 0.3135
Epoch 7521/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2565e-06 - accuracy: 1.0000 - val_loss: 13.7364 - val_accuracy: 0.3135
Epoch 7522/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2560e-06 - accuracy: 1.0000 - val_loss: 13.7369 - val_accuracy: 0.3135
Epoch 7523/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2548e-06 - accuracy: 1.0000 - val_loss: 13.7374 - val_accuracy: 0.3135
Epoch 7524/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2543e-06 - accuracy: 1.0000 - val_loss: 13.7379 - val_accuracy: 0.3135
Epoch 7525/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2543e-06 - accuracy: 1.0000 - val_loss: 13.7384 - val_accuracy: 0.3135
Epoch 7526/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2538e-06 - accuracy: 1.0000 - val_loss: 13.7389 - val_accuracy: 0.3135
Epoch 7527/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2536e-06 - accuracy: 1.0000 - val_loss: 13.7395 - val_accuracy: 0.3135
Epoch 7528/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2529e-06 - accuracy: 1.0000 - val_loss: 13.7400 - val_accuracy: 0.3135
Epoch 7529/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.2519e-06 - accuracy: 1.0000 - val_loss: 13.7404 - val_accuracy: 0.3135
Epoch 7530/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2515e-06 - accuracy: 1.0000 - val_loss: 13.7409 - val_accuracy: 0.3135
Epoch 7531/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2510e-06 - accuracy: 1.0000 - val_loss: 13.7414 - val_accuracy: 0.3135
Epoch 7532/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2498e-06 - accuracy: 1.0000 - val_loss: 13.7420 - val_accuracy: 0.3135
Epoch 7533/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.2486e-06 - accuracy: 1.0000 - val_loss: 13.7425 - val_accuracy: 0.3135
Epoch 7534/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2479e-06 - accuracy: 1.0000 - val_loss: 13.7430 - val_accuracy: 0.3135
Epoch 7535/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2474e-06 - accuracy: 1.0000 - val_loss: 13.7435 - val_accuracy: 0.3135
Epoch 7536/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2465e-06 - accuracy: 1.0000 - val_loss: 13.7440 - val_accuracy: 0.3135
Epoch 7537/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2450e-06 - accuracy: 1.0000 - val_loss: 13.7445 - val_accuracy: 0.3135
Epoch 7538/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2443e-06 - accuracy: 1.0000 - val_loss: 13.7450 - val_accuracy: 0.3135
Epoch 7539/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.2436e-06 - accuracy: 1.0000 - val_loss: 13.7455 - val_accuracy: 0.3135
Epoch 7540/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2429e-06 - accuracy: 1.0000 - val_loss: 13.7460 - val_accuracy: 0.3135
Epoch 7541/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2424e-06 - accuracy: 1.0000 - val_loss: 13.7465 - val_accuracy: 0.3135
Epoch 7542/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.2417e-06 - accuracy: 1.0000 - val_loss: 13.7470 - val_accuracy: 0.3135
Epoch 7543/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.2412e-06 - accuracy: 1.0000 - val_loss: 13.7475 - val_accuracy: 0.3135
Epoch 7544/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2393e-06 - accuracy: 1.0000 - val_loss: 13.7480 - val_accuracy: 0.3135
Epoch 7545/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2388e-06 - accuracy: 1.0000 - val_loss: 13.7486 - val_accuracy: 0.3135
Epoch 7546/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2386e-06 - accuracy: 1.0000 - val_loss: 13.7491 - val_accuracy: 0.3135
Epoch 7547/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2374e-06 - accuracy: 1.0000 - val_loss: 13.7496 - val_accuracy: 0.3135
Epoch 7548/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2367e-06 - accuracy: 1.0000 - val_loss: 13.7501 - val_accuracy: 0.3135
Epoch 7549/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2357e-06 - accuracy: 1.0000 - val_loss: 13.7505 - val_accuracy: 0.3135
Epoch 7550/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2350e-06 - accuracy: 1.0000 - val_loss: 13.7510 - val_accuracy: 0.3135
Epoch 7551/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2343e-06 - accuracy: 1.0000 - val_loss: 13.7516 - val_accuracy: 0.3135
Epoch 7552/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.2331e-06 - accuracy: 1.0000 - val_loss: 13.7521 - val_accuracy: 0.3135
Epoch 7553/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2329e-06 - accuracy: 1.0000 - val_loss: 13.7526 - val_accuracy: 0.3135
Epoch 7554/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2321e-06 - accuracy: 1.0000 - val_loss: 13.7531 - val_accuracy: 0.3135
Epoch 7555/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.2319e-06 - accuracy: 1.0000 - val_loss: 13.7536 - val_accuracy: 0.3135
Epoch 7556/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2307e-06 - accuracy: 1.0000 - val_loss: 13.7541 - val_accuracy: 0.3135
Epoch 7557/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2300e-06 - accuracy: 1.0000 - val_loss: 13.7547 - val_accuracy: 0.3135
Epoch 7558/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2293e-06 - accuracy: 1.0000 - val_loss: 13.7552 - val_accuracy: 0.3135
Epoch 7559/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2290e-06 - accuracy: 1.0000 - val_loss: 13.7557 - val_accuracy: 0.3135
Epoch 7560/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2288e-06 - accuracy: 1.0000 - val_loss: 13.7561 - val_accuracy: 0.3135
Epoch 7561/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2279e-06 - accuracy: 1.0000 - val_loss: 13.7567 - val_accuracy: 0.3135
Epoch 7562/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2264e-06 - accuracy: 1.0000 - val_loss: 13.7572 - val_accuracy: 0.3135
Epoch 7563/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2255e-06 - accuracy: 1.0000 - val_loss: 13.7577 - val_accuracy: 0.3135
Epoch 7564/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2252e-06 - accuracy: 1.0000 - val_loss: 13.7582 - val_accuracy: 0.3135
Epoch 7565/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2245e-06 - accuracy: 1.0000 - val_loss: 13.7587 - val_accuracy: 0.3135
Epoch 7566/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2231e-06 - accuracy: 1.0000 - val_loss: 13.7592 - val_accuracy: 0.3135
Epoch 7567/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2224e-06 - accuracy: 1.0000 - val_loss: 13.7597 - val_accuracy: 0.3135
Epoch 7568/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2217e-06 - accuracy: 1.0000 - val_loss: 13.7602 - val_accuracy: 0.3135
Epoch 7569/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2205e-06 - accuracy: 1.0000 - val_loss: 13.7607 - val_accuracy: 0.3135
Epoch 7570/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2195e-06 - accuracy: 1.0000 - val_loss: 13.7612 - val_accuracy: 0.3135
Epoch 7571/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2193e-06 - accuracy: 1.0000 - val_loss: 13.7617 - val_accuracy: 0.3135
Epoch 7572/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2183e-06 - accuracy: 1.0000 - val_loss: 13.7622 - val_accuracy: 0.3135
Epoch 7573/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2178e-06 - accuracy: 1.0000 - val_loss: 13.7627 - val_accuracy: 0.3135
Epoch 7574/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2174e-06 - accuracy: 1.0000 - val_loss: 13.7632 - val_accuracy: 0.3135
Epoch 7575/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2164e-06 - accuracy: 1.0000 - val_loss: 13.7638 - val_accuracy: 0.3135
Epoch 7576/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2155e-06 - accuracy: 1.0000 - val_loss: 13.7643 - val_accuracy: 0.3135
Epoch 7577/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.2152e-06 - accuracy: 1.0000 - val_loss: 13.7648 - val_accuracy: 0.3135
Epoch 7578/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2140e-06 - accuracy: 1.0000 - val_loss: 13.7652 - val_accuracy: 0.3135
Epoch 7579/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2135e-06 - accuracy: 1.0000 - val_loss: 13.7657 - val_accuracy: 0.3135
Epoch 7580/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2128e-06 - accuracy: 1.0000 - val_loss: 13.7662 - val_accuracy: 0.3135
Epoch 7581/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2119e-06 - accuracy: 1.0000 - val_loss: 13.7668 - val_accuracy: 0.3135
Epoch 7582/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2114e-06 - accuracy: 1.0000 - val_loss: 13.7673 - val_accuracy: 0.3135
Epoch 7583/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2104e-06 - accuracy: 1.0000 - val_loss: 13.7678 - val_accuracy: 0.3135
Epoch 7584/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.2102e-06 - accuracy: 1.0000 - val_loss: 13.7683 - val_accuracy: 0.3135
Epoch 7585/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2093e-06 - accuracy: 1.0000 - val_loss: 13.7688 - val_accuracy: 0.3135
Epoch 7586/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2085e-06 - accuracy: 1.0000 - val_loss: 13.7693 - val_accuracy: 0.3135
Epoch 7587/10000
1/1 [==============================] - 0s 103ms/step - loss: 1.2081e-06 - accuracy: 1.0000 - val_loss: 13.7698 - val_accuracy: 0.3135
Epoch 7588/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2071e-06 - accuracy: 1.0000 - val_loss: 13.7703 - val_accuracy: 0.3135
Epoch 7589/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2062e-06 - accuracy: 1.0000 - val_loss: 13.7708 - val_accuracy: 0.3135
Epoch 7590/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.2050e-06 - accuracy: 1.0000 - val_loss: 13.7713 - val_accuracy: 0.3135
Epoch 7591/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2045e-06 - accuracy: 1.0000 - val_loss: 13.7718 - val_accuracy: 0.3135
Epoch 7592/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.2040e-06 - accuracy: 1.0000 - val_loss: 13.7723 - val_accuracy: 0.3135
Epoch 7593/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.2033e-06 - accuracy: 1.0000 - val_loss: 13.7728 - val_accuracy: 0.3135
Epoch 7594/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2019e-06 - accuracy: 1.0000 - val_loss: 13.7732 - val_accuracy: 0.3135
Epoch 7595/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.2016e-06 - accuracy: 1.0000 - val_loss: 13.7738 - val_accuracy: 0.3135
Epoch 7596/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.2007e-06 - accuracy: 1.0000 - val_loss: 13.7743 - val_accuracy: 0.3135
Epoch 7597/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2007e-06 - accuracy: 1.0000 - val_loss: 13.7748 - val_accuracy: 0.3135
Epoch 7598/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.2002e-06 - accuracy: 1.0000 - val_loss: 13.7753 - val_accuracy: 0.3135
Epoch 7599/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.2000e-06 - accuracy: 1.0000 - val_loss: 13.7758 - val_accuracy: 0.3135
Epoch 7600/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1992e-06 - accuracy: 1.0000 - val_loss: 13.7763 - val_accuracy: 0.3135
Epoch 7601/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1992e-06 - accuracy: 1.0000 - val_loss: 13.7768 - val_accuracy: 0.3135
Epoch 7602/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1990e-06 - accuracy: 1.0000 - val_loss: 13.7773 - val_accuracy: 0.3135
Epoch 7603/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1988e-06 - accuracy: 1.0000 - val_loss: 13.7778 - val_accuracy: 0.3135
Epoch 7604/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1985e-06 - accuracy: 1.0000 - val_loss: 13.7783 - val_accuracy: 0.3135
Epoch 7605/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1981e-06 - accuracy: 1.0000 - val_loss: 13.7788 - val_accuracy: 0.3135
Epoch 7606/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1976e-06 - accuracy: 1.0000 - val_loss: 13.7793 - val_accuracy: 0.3135
Epoch 7607/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1966e-06 - accuracy: 1.0000 - val_loss: 13.7798 - val_accuracy: 0.3135
Epoch 7608/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1961e-06 - accuracy: 1.0000 - val_loss: 13.7803 - val_accuracy: 0.3135
Epoch 7609/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1950e-06 - accuracy: 1.0000 - val_loss: 13.7807 - val_accuracy: 0.3135
Epoch 7610/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1935e-06 - accuracy: 1.0000 - val_loss: 13.7813 - val_accuracy: 0.3135
Epoch 7611/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.1926e-06 - accuracy: 1.0000 - val_loss: 13.7818 - val_accuracy: 0.3135
Epoch 7612/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1911e-06 - accuracy: 1.0000 - val_loss: 13.7823 - val_accuracy: 0.3135
Epoch 7613/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.1904e-06 - accuracy: 1.0000 - val_loss: 13.7828 - val_accuracy: 0.3135
Epoch 7614/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1897e-06 - accuracy: 1.0000 - val_loss: 13.7833 - val_accuracy: 0.3135
Epoch 7615/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1885e-06 - accuracy: 1.0000 - val_loss: 13.7838 - val_accuracy: 0.3135
Epoch 7616/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1866e-06 - accuracy: 1.0000 - val_loss: 13.7843 - val_accuracy: 0.3135
Epoch 7617/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1859e-06 - accuracy: 1.0000 - val_loss: 13.7847 - val_accuracy: 0.3135
Epoch 7618/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1861e-06 - accuracy: 1.0000 - val_loss: 13.7853 - val_accuracy: 0.3135
Epoch 7619/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1854e-06 - accuracy: 1.0000 - val_loss: 13.7858 - val_accuracy: 0.3135
Epoch 7620/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1849e-06 - accuracy: 1.0000 - val_loss: 13.7863 - val_accuracy: 0.3135
Epoch 7621/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1837e-06 - accuracy: 1.0000 - val_loss: 13.7868 - val_accuracy: 0.3135
Epoch 7622/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1828e-06 - accuracy: 1.0000 - val_loss: 13.7873 - val_accuracy: 0.3135
Epoch 7623/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1816e-06 - accuracy: 1.0000 - val_loss: 13.7878 - val_accuracy: 0.3135
Epoch 7624/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1814e-06 - accuracy: 1.0000 - val_loss: 13.7883 - val_accuracy: 0.3135
Epoch 7625/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1804e-06 - accuracy: 1.0000 - val_loss: 13.7888 - val_accuracy: 0.3135
Epoch 7626/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.1802e-06 - accuracy: 1.0000 - val_loss: 13.7893 - val_accuracy: 0.3135
Epoch 7627/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1790e-06 - accuracy: 1.0000 - val_loss: 13.7898 - val_accuracy: 0.3135
Epoch 7628/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1785e-06 - accuracy: 1.0000 - val_loss: 13.7903 - val_accuracy: 0.3135
Epoch 7629/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1778e-06 - accuracy: 1.0000 - val_loss: 13.7908 - val_accuracy: 0.3135
Epoch 7630/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1768e-06 - accuracy: 1.0000 - val_loss: 13.7913 - val_accuracy: 0.3135
Epoch 7631/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1764e-06 - accuracy: 1.0000 - val_loss: 13.7918 - val_accuracy: 0.3135
Epoch 7632/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1754e-06 - accuracy: 1.0000 - val_loss: 13.7923 - val_accuracy: 0.3135
Epoch 7633/10000
1/1 [==============================] - 0s 103ms/step - loss: 1.1749e-06 - accuracy: 1.0000 - val_loss: 13.7928 - val_accuracy: 0.3135
Epoch 7634/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1747e-06 - accuracy: 1.0000 - val_loss: 13.7933 - val_accuracy: 0.3135
Epoch 7635/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1742e-06 - accuracy: 1.0000 - val_loss: 13.7938 - val_accuracy: 0.3135
Epoch 7636/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1740e-06 - accuracy: 1.0000 - val_loss: 13.7943 - val_accuracy: 0.3135
Epoch 7637/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1735e-06 - accuracy: 1.0000 - val_loss: 13.7948 - val_accuracy: 0.3135
Epoch 7638/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1725e-06 - accuracy: 1.0000 - val_loss: 13.7954 - val_accuracy: 0.3135
Epoch 7639/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1721e-06 - accuracy: 1.0000 - val_loss: 13.7959 - val_accuracy: 0.3135
Epoch 7640/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.1711e-06 - accuracy: 1.0000 - val_loss: 13.7964 - val_accuracy: 0.3135
Epoch 7641/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1706e-06 - accuracy: 1.0000 - val_loss: 13.7969 - val_accuracy: 0.3135
Epoch 7642/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1697e-06 - accuracy: 1.0000 - val_loss: 13.7974 - val_accuracy: 0.3135
Epoch 7643/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1694e-06 - accuracy: 1.0000 - val_loss: 13.7979 - val_accuracy: 0.3135
Epoch 7644/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.1687e-06 - accuracy: 1.0000 - val_loss: 13.7984 - val_accuracy: 0.3135
Epoch 7645/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.1682e-06 - accuracy: 1.0000 - val_loss: 13.7989 - val_accuracy: 0.3135
Epoch 7646/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1668e-06 - accuracy: 1.0000 - val_loss: 13.7994 - val_accuracy: 0.3135
Epoch 7647/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1659e-06 - accuracy: 1.0000 - val_loss: 13.7999 - val_accuracy: 0.3135
Epoch 7648/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1644e-06 - accuracy: 1.0000 - val_loss: 13.8004 - val_accuracy: 0.3135
Epoch 7649/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1644e-06 - accuracy: 1.0000 - val_loss: 13.8009 - val_accuracy: 0.3135
Epoch 7650/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1642e-06 - accuracy: 1.0000 - val_loss: 13.8014 - val_accuracy: 0.3135
Epoch 7651/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1630e-06 - accuracy: 1.0000 - val_loss: 13.8019 - val_accuracy: 0.3135
Epoch 7652/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.1625e-06 - accuracy: 1.0000 - val_loss: 13.8024 - val_accuracy: 0.3135
Epoch 7653/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1618e-06 - accuracy: 1.0000 - val_loss: 13.8029 - val_accuracy: 0.3135
Epoch 7654/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1613e-06 - accuracy: 1.0000 - val_loss: 13.8034 - val_accuracy: 0.3135
Epoch 7655/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.1606e-06 - accuracy: 1.0000 - val_loss: 13.8040 - val_accuracy: 0.3135
Epoch 7656/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1599e-06 - accuracy: 1.0000 - val_loss: 13.8045 - val_accuracy: 0.3135
Epoch 7657/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.1590e-06 - accuracy: 1.0000 - val_loss: 13.8050 - val_accuracy: 0.3135
Epoch 7658/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1580e-06 - accuracy: 1.0000 - val_loss: 13.8054 - val_accuracy: 0.3135
Epoch 7659/10000
1/1 [==============================] - 0s 84ms/step - loss: 1.1573e-06 - accuracy: 1.0000 - val_loss: 13.8059 - val_accuracy: 0.3135
Epoch 7660/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1566e-06 - accuracy: 1.0000 - val_loss: 13.8064 - val_accuracy: 0.3135
Epoch 7661/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1566e-06 - accuracy: 1.0000 - val_loss: 13.8070 - val_accuracy: 0.3135
Epoch 7662/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1561e-06 - accuracy: 1.0000 - val_loss: 13.8075 - val_accuracy: 0.3135
Epoch 7663/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1554e-06 - accuracy: 1.0000 - val_loss: 13.8080 - val_accuracy: 0.3135
Epoch 7664/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1549e-06 - accuracy: 1.0000 - val_loss: 13.8084 - val_accuracy: 0.3135
Epoch 7665/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1544e-06 - accuracy: 1.0000 - val_loss: 13.8089 - val_accuracy: 0.3135
Epoch 7666/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1535e-06 - accuracy: 1.0000 - val_loss: 13.8094 - val_accuracy: 0.3135
Epoch 7667/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.1530e-06 - accuracy: 1.0000 - val_loss: 13.8099 - val_accuracy: 0.3135
Epoch 7668/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1525e-06 - accuracy: 1.0000 - val_loss: 13.8104 - val_accuracy: 0.3135
Epoch 7669/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1520e-06 - accuracy: 1.0000 - val_loss: 13.8109 - val_accuracy: 0.3135
Epoch 7670/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1516e-06 - accuracy: 1.0000 - val_loss: 13.8115 - val_accuracy: 0.3135
Epoch 7671/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1506e-06 - accuracy: 1.0000 - val_loss: 13.8120 - val_accuracy: 0.3135
Epoch 7672/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1497e-06 - accuracy: 1.0000 - val_loss: 13.8124 - val_accuracy: 0.3135
Epoch 7673/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1489e-06 - accuracy: 1.0000 - val_loss: 13.8129 - val_accuracy: 0.3135
Epoch 7674/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1485e-06 - accuracy: 1.0000 - val_loss: 13.8134 - val_accuracy: 0.3135
Epoch 7675/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.1480e-06 - accuracy: 1.0000 - val_loss: 13.8139 - val_accuracy: 0.3135
Epoch 7676/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1475e-06 - accuracy: 1.0000 - val_loss: 13.8144 - val_accuracy: 0.3135
Epoch 7677/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1470e-06 - accuracy: 1.0000 - val_loss: 13.8149 - val_accuracy: 0.3135
Epoch 7678/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.1461e-06 - accuracy: 1.0000 - val_loss: 13.8154 - val_accuracy: 0.3135
Epoch 7679/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1458e-06 - accuracy: 1.0000 - val_loss: 13.8159 - val_accuracy: 0.3135
Epoch 7680/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1451e-06 - accuracy: 1.0000 - val_loss: 13.8164 - val_accuracy: 0.3135
Epoch 7681/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1442e-06 - accuracy: 1.0000 - val_loss: 13.8168 - val_accuracy: 0.3135
Epoch 7682/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1437e-06 - accuracy: 1.0000 - val_loss: 13.8173 - val_accuracy: 0.3135
Epoch 7683/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1427e-06 - accuracy: 1.0000 - val_loss: 13.8179 - val_accuracy: 0.3135
Epoch 7684/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1420e-06 - accuracy: 1.0000 - val_loss: 13.8184 - val_accuracy: 0.3135
Epoch 7685/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1408e-06 - accuracy: 1.0000 - val_loss: 13.8188 - val_accuracy: 0.3135
Epoch 7686/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1401e-06 - accuracy: 1.0000 - val_loss: 13.8193 - val_accuracy: 0.3135
Epoch 7687/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1394e-06 - accuracy: 1.0000 - val_loss: 13.8199 - val_accuracy: 0.3135
Epoch 7688/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1384e-06 - accuracy: 1.0000 - val_loss: 13.8204 - val_accuracy: 0.3135
Epoch 7689/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1384e-06 - accuracy: 1.0000 - val_loss: 13.8209 - val_accuracy: 0.3135
Epoch 7690/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1380e-06 - accuracy: 1.0000 - val_loss: 13.8213 - val_accuracy: 0.3135
Epoch 7691/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1363e-06 - accuracy: 1.0000 - val_loss: 13.8219 - val_accuracy: 0.3135
Epoch 7692/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1361e-06 - accuracy: 1.0000 - val_loss: 13.8224 - val_accuracy: 0.3135
Epoch 7693/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1351e-06 - accuracy: 1.0000 - val_loss: 13.8229 - val_accuracy: 0.3135
Epoch 7694/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1339e-06 - accuracy: 1.0000 - val_loss: 13.8233 - val_accuracy: 0.3135
Epoch 7695/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1332e-06 - accuracy: 1.0000 - val_loss: 13.8238 - val_accuracy: 0.3135
Epoch 7696/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1327e-06 - accuracy: 1.0000 - val_loss: 13.8243 - val_accuracy: 0.3135
Epoch 7697/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1322e-06 - accuracy: 1.0000 - val_loss: 13.8248 - val_accuracy: 0.3135
Epoch 7698/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1318e-06 - accuracy: 1.0000 - val_loss: 13.8253 - val_accuracy: 0.3135
Epoch 7699/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1313e-06 - accuracy: 1.0000 - val_loss: 13.8259 - val_accuracy: 0.3135
Epoch 7700/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1308e-06 - accuracy: 1.0000 - val_loss: 13.8263 - val_accuracy: 0.3135
Epoch 7701/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1301e-06 - accuracy: 1.0000 - val_loss: 13.8268 - val_accuracy: 0.3135
Epoch 7702/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1291e-06 - accuracy: 1.0000 - val_loss: 13.8273 - val_accuracy: 0.3135
Epoch 7703/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.1289e-06 - accuracy: 1.0000 - val_loss: 13.8278 - val_accuracy: 0.3135
Epoch 7704/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1284e-06 - accuracy: 1.0000 - val_loss: 13.8284 - val_accuracy: 0.3135
Epoch 7705/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1280e-06 - accuracy: 1.0000 - val_loss: 13.8289 - val_accuracy: 0.3135
Epoch 7706/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.1268e-06 - accuracy: 1.0000 - val_loss: 13.8294 - val_accuracy: 0.3135
Epoch 7707/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1263e-06 - accuracy: 1.0000 - val_loss: 13.8298 - val_accuracy: 0.3135
Epoch 7708/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1258e-06 - accuracy: 1.0000 - val_loss: 13.8303 - val_accuracy: 0.3135
Epoch 7709/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1246e-06 - accuracy: 1.0000 - val_loss: 13.8308 - val_accuracy: 0.3134
Epoch 7710/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1246e-06 - accuracy: 1.0000 - val_loss: 13.8313 - val_accuracy: 0.3134
Epoch 7711/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.1237e-06 - accuracy: 1.0000 - val_loss: 13.8319 - val_accuracy: 0.3135
Epoch 7712/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1222e-06 - accuracy: 1.0000 - val_loss: 13.8324 - val_accuracy: 0.3134
Epoch 7713/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1210e-06 - accuracy: 1.0000 - val_loss: 13.8329 - val_accuracy: 0.3134
Epoch 7714/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1206e-06 - accuracy: 1.0000 - val_loss: 13.8334 - val_accuracy: 0.3134
Epoch 7715/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1201e-06 - accuracy: 1.0000 - val_loss: 13.8338 - val_accuracy: 0.3134
Epoch 7716/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1191e-06 - accuracy: 1.0000 - val_loss: 13.8344 - val_accuracy: 0.3134
Epoch 7717/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1191e-06 - accuracy: 1.0000 - val_loss: 13.8348 - val_accuracy: 0.3134
Epoch 7718/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1182e-06 - accuracy: 1.0000 - val_loss: 13.8353 - val_accuracy: 0.3134
Epoch 7719/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.1175e-06 - accuracy: 1.0000 - val_loss: 13.8358 - val_accuracy: 0.3134
Epoch 7720/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.1170e-06 - accuracy: 1.0000 - val_loss: 13.8364 - val_accuracy: 0.3134
Epoch 7721/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1165e-06 - accuracy: 1.0000 - val_loss: 13.8368 - val_accuracy: 0.3134
Epoch 7722/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1160e-06 - accuracy: 1.0000 - val_loss: 13.8373 - val_accuracy: 0.3134
Epoch 7723/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.1156e-06 - accuracy: 1.0000 - val_loss: 13.8378 - val_accuracy: 0.3134
Epoch 7724/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1144e-06 - accuracy: 1.0000 - val_loss: 13.8383 - val_accuracy: 0.3134
Epoch 7725/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1144e-06 - accuracy: 1.0000 - val_loss: 13.8388 - val_accuracy: 0.3134
Epoch 7726/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1134e-06 - accuracy: 1.0000 - val_loss: 13.8393 - val_accuracy: 0.3134
Epoch 7727/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1125e-06 - accuracy: 1.0000 - val_loss: 13.8399 - val_accuracy: 0.3134
Epoch 7728/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1117e-06 - accuracy: 1.0000 - val_loss: 13.8404 - val_accuracy: 0.3134
Epoch 7729/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1115e-06 - accuracy: 1.0000 - val_loss: 13.8409 - val_accuracy: 0.3134
Epoch 7730/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.1108e-06 - accuracy: 1.0000 - val_loss: 13.8414 - val_accuracy: 0.3134
Epoch 7731/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1094e-06 - accuracy: 1.0000 - val_loss: 13.8418 - val_accuracy: 0.3134
Epoch 7732/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1089e-06 - accuracy: 1.0000 - val_loss: 13.8423 - val_accuracy: 0.3134
Epoch 7733/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1086e-06 - accuracy: 1.0000 - val_loss: 13.8429 - val_accuracy: 0.3134
Epoch 7734/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1079e-06 - accuracy: 1.0000 - val_loss: 13.8434 - val_accuracy: 0.3134
Epoch 7735/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1075e-06 - accuracy: 1.0000 - val_loss: 13.8439 - val_accuracy: 0.3134
Epoch 7736/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1070e-06 - accuracy: 1.0000 - val_loss: 13.8444 - val_accuracy: 0.3134
Epoch 7737/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.1060e-06 - accuracy: 1.0000 - val_loss: 13.8449 - val_accuracy: 0.3134
Epoch 7738/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.1058e-06 - accuracy: 1.0000 - val_loss: 13.8454 - val_accuracy: 0.3134
Epoch 7739/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1053e-06 - accuracy: 1.0000 - val_loss: 13.8459 - val_accuracy: 0.3134
Epoch 7740/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.1055e-06 - accuracy: 1.0000 - val_loss: 13.8464 - val_accuracy: 0.3134
Epoch 7741/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1046e-06 - accuracy: 1.0000 - val_loss: 13.8469 - val_accuracy: 0.3134
Epoch 7742/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1039e-06 - accuracy: 1.0000 - val_loss: 13.8474 - val_accuracy: 0.3134
Epoch 7743/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.1034e-06 - accuracy: 1.0000 - val_loss: 13.8479 - val_accuracy: 0.3134
Epoch 7744/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1034e-06 - accuracy: 1.0000 - val_loss: 13.8484 - val_accuracy: 0.3134
Epoch 7745/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.1027e-06 - accuracy: 1.0000 - val_loss: 13.8489 - val_accuracy: 0.3134
Epoch 7746/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1024e-06 - accuracy: 1.0000 - val_loss: 13.8494 - val_accuracy: 0.3134
Epoch 7747/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.1022e-06 - accuracy: 1.0000 - val_loss: 13.8499 - val_accuracy: 0.3134
Epoch 7748/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.1015e-06 - accuracy: 1.0000 - val_loss: 13.8504 - val_accuracy: 0.3134
Epoch 7749/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.1008e-06 - accuracy: 1.0000 - val_loss: 13.8509 - val_accuracy: 0.3134
Epoch 7750/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0998e-06 - accuracy: 1.0000 - val_loss: 13.8514 - val_accuracy: 0.3134
Epoch 7751/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0986e-06 - accuracy: 1.0000 - val_loss: 13.8519 - val_accuracy: 0.3134
Epoch 7752/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0982e-06 - accuracy: 1.0000 - val_loss: 13.8524 - val_accuracy: 0.3134
Epoch 7753/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0984e-06 - accuracy: 1.0000 - val_loss: 13.8529 - val_accuracy: 0.3134
Epoch 7754/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0972e-06 - accuracy: 1.0000 - val_loss: 13.8535 - val_accuracy: 0.3134
Epoch 7755/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0962e-06 - accuracy: 1.0000 - val_loss: 13.8540 - val_accuracy: 0.3134
Epoch 7756/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0955e-06 - accuracy: 1.0000 - val_loss: 13.8545 - val_accuracy: 0.3134
Epoch 7757/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0953e-06 - accuracy: 1.0000 - val_loss: 13.8549 - val_accuracy: 0.3134
Epoch 7758/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0948e-06 - accuracy: 1.0000 - val_loss: 13.8555 - val_accuracy: 0.3134
Epoch 7759/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0946e-06 - accuracy: 1.0000 - val_loss: 13.8560 - val_accuracy: 0.3134
Epoch 7760/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0939e-06 - accuracy: 1.0000 - val_loss: 13.8565 - val_accuracy: 0.3134
Epoch 7761/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0934e-06 - accuracy: 1.0000 - val_loss: 13.8570 - val_accuracy: 0.3134
Epoch 7762/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0931e-06 - accuracy: 1.0000 - val_loss: 13.8574 - val_accuracy: 0.3134
Epoch 7763/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0927e-06 - accuracy: 1.0000 - val_loss: 13.8579 - val_accuracy: 0.3134
Epoch 7764/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0922e-06 - accuracy: 1.0000 - val_loss: 13.8584 - val_accuracy: 0.3134
Epoch 7765/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0917e-06 - accuracy: 1.0000 - val_loss: 13.8590 - val_accuracy: 0.3134
Epoch 7766/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.0912e-06 - accuracy: 1.0000 - val_loss: 13.8595 - val_accuracy: 0.3134
Epoch 7767/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0910e-06 - accuracy: 1.0000 - val_loss: 13.8600 - val_accuracy: 0.3134
Epoch 7768/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0900e-06 - accuracy: 1.0000 - val_loss: 13.8605 - val_accuracy: 0.3134
Epoch 7769/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0893e-06 - accuracy: 1.0000 - val_loss: 13.8610 - val_accuracy: 0.3134
Epoch 7770/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.0881e-06 - accuracy: 1.0000 - val_loss: 13.8615 - val_accuracy: 0.3134
Epoch 7771/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0877e-06 - accuracy: 1.0000 - val_loss: 13.8620 - val_accuracy: 0.3134
Epoch 7772/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0869e-06 - accuracy: 1.0000 - val_loss: 13.8625 - val_accuracy: 0.3134
Epoch 7773/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0865e-06 - accuracy: 1.0000 - val_loss: 13.8631 - val_accuracy: 0.3134
Epoch 7774/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0862e-06 - accuracy: 1.0000 - val_loss: 13.8635 - val_accuracy: 0.3134
Epoch 7775/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0860e-06 - accuracy: 1.0000 - val_loss: 13.8640 - val_accuracy: 0.3134
Epoch 7776/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.0855e-06 - accuracy: 1.0000 - val_loss: 13.8645 - val_accuracy: 0.3134
Epoch 7777/10000
1/1 [==============================] - 0s 99ms/step - loss: 1.0848e-06 - accuracy: 1.0000 - val_loss: 13.8651 - val_accuracy: 0.3134
Epoch 7778/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.0838e-06 - accuracy: 1.0000 - val_loss: 13.8656 - val_accuracy: 0.3134
Epoch 7779/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0834e-06 - accuracy: 1.0000 - val_loss: 13.8661 - val_accuracy: 0.3134
Epoch 7780/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0822e-06 - accuracy: 1.0000 - val_loss: 13.8666 - val_accuracy: 0.3134
Epoch 7781/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0815e-06 - accuracy: 1.0000 - val_loss: 13.8671 - val_accuracy: 0.3134
Epoch 7782/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0810e-06 - accuracy: 1.0000 - val_loss: 13.8676 - val_accuracy: 0.3134
Epoch 7783/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0803e-06 - accuracy: 1.0000 - val_loss: 13.8681 - val_accuracy: 0.3134
Epoch 7784/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0800e-06 - accuracy: 1.0000 - val_loss: 13.8686 - val_accuracy: 0.3134
Epoch 7785/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0796e-06 - accuracy: 1.0000 - val_loss: 13.8691 - val_accuracy: 0.3134
Epoch 7786/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0791e-06 - accuracy: 1.0000 - val_loss: 13.8697 - val_accuracy: 0.3134
Epoch 7787/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0781e-06 - accuracy: 1.0000 - val_loss: 13.8701 - val_accuracy: 0.3134
Epoch 7788/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0777e-06 - accuracy: 1.0000 - val_loss: 13.8706 - val_accuracy: 0.3134
Epoch 7789/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0774e-06 - accuracy: 1.0000 - val_loss: 13.8711 - val_accuracy: 0.3134
Epoch 7790/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0765e-06 - accuracy: 1.0000 - val_loss: 13.8716 - val_accuracy: 0.3134
Epoch 7791/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0755e-06 - accuracy: 1.0000 - val_loss: 13.8722 - val_accuracy: 0.3134
Epoch 7792/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0750e-06 - accuracy: 1.0000 - val_loss: 13.8727 - val_accuracy: 0.3134
Epoch 7793/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0738e-06 - accuracy: 1.0000 - val_loss: 13.8731 - val_accuracy: 0.3134
Epoch 7794/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0734e-06 - accuracy: 1.0000 - val_loss: 13.8736 - val_accuracy: 0.3134
Epoch 7795/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0729e-06 - accuracy: 1.0000 - val_loss: 13.8741 - val_accuracy: 0.3134
Epoch 7796/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0722e-06 - accuracy: 1.0000 - val_loss: 13.8746 - val_accuracy: 0.3134
Epoch 7797/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0717e-06 - accuracy: 1.0000 - val_loss: 13.8751 - val_accuracy: 0.3134
Epoch 7798/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0712e-06 - accuracy: 1.0000 - val_loss: 13.8756 - val_accuracy: 0.3134
Epoch 7799/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0707e-06 - accuracy: 1.0000 - val_loss: 13.8761 - val_accuracy: 0.3134
Epoch 7800/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0705e-06 - accuracy: 1.0000 - val_loss: 13.8766 - val_accuracy: 0.3134
Epoch 7801/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0700e-06 - accuracy: 1.0000 - val_loss: 13.8771 - val_accuracy: 0.3134
Epoch 7802/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0693e-06 - accuracy: 1.0000 - val_loss: 13.8776 - val_accuracy: 0.3134
Epoch 7803/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0688e-06 - accuracy: 1.0000 - val_loss: 13.8781 - val_accuracy: 0.3134
Epoch 7804/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0686e-06 - accuracy: 1.0000 - val_loss: 13.8786 - val_accuracy: 0.3134
Epoch 7805/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0681e-06 - accuracy: 1.0000 - val_loss: 13.8791 - val_accuracy: 0.3134
Epoch 7806/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0674e-06 - accuracy: 1.0000 - val_loss: 13.8796 - val_accuracy: 0.3134
Epoch 7807/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0669e-06 - accuracy: 1.0000 - val_loss: 13.8801 - val_accuracy: 0.3134
Epoch 7808/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0662e-06 - accuracy: 1.0000 - val_loss: 13.8806 - val_accuracy: 0.3134
Epoch 7809/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0657e-06 - accuracy: 1.0000 - val_loss: 13.8810 - val_accuracy: 0.3134
Epoch 7810/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0645e-06 - accuracy: 1.0000 - val_loss: 13.8816 - val_accuracy: 0.3134
Epoch 7811/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0633e-06 - accuracy: 1.0000 - val_loss: 13.8821 - val_accuracy: 0.3134
Epoch 7812/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0624e-06 - accuracy: 1.0000 - val_loss: 13.8825 - val_accuracy: 0.3134
Epoch 7813/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0619e-06 - accuracy: 1.0000 - val_loss: 13.8830 - val_accuracy: 0.3134
Epoch 7814/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0614e-06 - accuracy: 1.0000 - val_loss: 13.8835 - val_accuracy: 0.3134
Epoch 7815/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0607e-06 - accuracy: 1.0000 - val_loss: 13.8841 - val_accuracy: 0.3134
Epoch 7816/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0598e-06 - accuracy: 1.0000 - val_loss: 13.8846 - val_accuracy: 0.3134
Epoch 7817/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0591e-06 - accuracy: 1.0000 - val_loss: 13.8850 - val_accuracy: 0.3134
Epoch 7818/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0574e-06 - accuracy: 1.0000 - val_loss: 13.8855 - val_accuracy: 0.3134
Epoch 7819/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0571e-06 - accuracy: 1.0000 - val_loss: 13.8860 - val_accuracy: 0.3134
Epoch 7820/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0569e-06 - accuracy: 1.0000 - val_loss: 13.8865 - val_accuracy: 0.3134
Epoch 7821/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0555e-06 - accuracy: 1.0000 - val_loss: 13.8870 - val_accuracy: 0.3134
Epoch 7822/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0555e-06 - accuracy: 1.0000 - val_loss: 13.8875 - val_accuracy: 0.3134
Epoch 7823/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0552e-06 - accuracy: 1.0000 - val_loss: 13.8880 - val_accuracy: 0.3134
Epoch 7824/10000
1/1 [==============================] - 0s 106ms/step - loss: 1.0548e-06 - accuracy: 1.0000 - val_loss: 13.8885 - val_accuracy: 0.3134
Epoch 7825/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0533e-06 - accuracy: 1.0000 - val_loss: 13.8890 - val_accuracy: 0.3134
Epoch 7826/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0524e-06 - accuracy: 1.0000 - val_loss: 13.8895 - val_accuracy: 0.3134
Epoch 7827/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0521e-06 - accuracy: 1.0000 - val_loss: 13.8900 - val_accuracy: 0.3134
Epoch 7828/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0519e-06 - accuracy: 1.0000 - val_loss: 13.8905 - val_accuracy: 0.3134
Epoch 7829/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0514e-06 - accuracy: 1.0000 - val_loss: 13.8910 - val_accuracy: 0.3134
Epoch 7830/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0505e-06 - accuracy: 1.0000 - val_loss: 13.8915 - val_accuracy: 0.3134
Epoch 7831/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0495e-06 - accuracy: 1.0000 - val_loss: 13.8920 - val_accuracy: 0.3134
Epoch 7832/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0488e-06 - accuracy: 1.0000 - val_loss: 13.8925 - val_accuracy: 0.3134
Epoch 7833/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0478e-06 - accuracy: 1.0000 - val_loss: 13.8930 - val_accuracy: 0.3134
Epoch 7834/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0478e-06 - accuracy: 1.0000 - val_loss: 13.8935 - val_accuracy: 0.3134
Epoch 7835/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0469e-06 - accuracy: 1.0000 - val_loss: 13.8940 - val_accuracy: 0.3134
Epoch 7836/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0467e-06 - accuracy: 1.0000 - val_loss: 13.8945 - val_accuracy: 0.3134
Epoch 7837/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0459e-06 - accuracy: 1.0000 - val_loss: 13.8950 - val_accuracy: 0.3133
Epoch 7838/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0457e-06 - accuracy: 1.0000 - val_loss: 13.8955 - val_accuracy: 0.3134
Epoch 7839/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0457e-06 - accuracy: 1.0000 - val_loss: 13.8961 - val_accuracy: 0.3134
Epoch 7840/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.0452e-06 - accuracy: 1.0000 - val_loss: 13.8965 - val_accuracy: 0.3134
Epoch 7841/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0445e-06 - accuracy: 1.0000 - val_loss: 13.8970 - val_accuracy: 0.3134
Epoch 7842/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0440e-06 - accuracy: 1.0000 - val_loss: 13.8975 - val_accuracy: 0.3133
Epoch 7843/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0433e-06 - accuracy: 1.0000 - val_loss: 13.8980 - val_accuracy: 0.3133
Epoch 7844/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0421e-06 - accuracy: 1.0000 - val_loss: 13.8985 - val_accuracy: 0.3133
Epoch 7845/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0416e-06 - accuracy: 1.0000 - val_loss: 13.8990 - val_accuracy: 0.3134
Epoch 7846/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0414e-06 - accuracy: 1.0000 - val_loss: 13.8995 - val_accuracy: 0.3134
Epoch 7847/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0412e-06 - accuracy: 1.0000 - val_loss: 13.9000 - val_accuracy: 0.3134
Epoch 7848/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0400e-06 - accuracy: 1.0000 - val_loss: 13.9005 - val_accuracy: 0.3134
Epoch 7849/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0393e-06 - accuracy: 1.0000 - val_loss: 13.9010 - val_accuracy: 0.3133
Epoch 7850/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0378e-06 - accuracy: 1.0000 - val_loss: 13.9015 - val_accuracy: 0.3133
Epoch 7851/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.0374e-06 - accuracy: 1.0000 - val_loss: 13.9020 - val_accuracy: 0.3134
Epoch 7852/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0369e-06 - accuracy: 1.0000 - val_loss: 13.9026 - val_accuracy: 0.3135
Epoch 7853/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0355e-06 - accuracy: 1.0000 - val_loss: 13.9031 - val_accuracy: 0.3135
Epoch 7854/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0347e-06 - accuracy: 1.0000 - val_loss: 13.9036 - val_accuracy: 0.3135
Epoch 7855/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0338e-06 - accuracy: 1.0000 - val_loss: 13.9040 - val_accuracy: 0.3134
Epoch 7856/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0335e-06 - accuracy: 1.0000 - val_loss: 13.9045 - val_accuracy: 0.3134
Epoch 7857/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0326e-06 - accuracy: 1.0000 - val_loss: 13.9050 - val_accuracy: 0.3134
Epoch 7858/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0314e-06 - accuracy: 1.0000 - val_loss: 13.9055 - val_accuracy: 0.3135
Epoch 7859/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0309e-06 - accuracy: 1.0000 - val_loss: 13.9060 - val_accuracy: 0.3135
Epoch 7860/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0302e-06 - accuracy: 1.0000 - val_loss: 13.9065 - val_accuracy: 0.3135
Epoch 7861/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0295e-06 - accuracy: 1.0000 - val_loss: 13.9070 - val_accuracy: 0.3135
Epoch 7862/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0283e-06 - accuracy: 1.0000 - val_loss: 13.9075 - val_accuracy: 0.3135
Epoch 7863/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.0281e-06 - accuracy: 1.0000 - val_loss: 13.9080 - val_accuracy: 0.3135
Epoch 7864/10000
1/1 [==============================] - 0s 172ms/step - loss: 1.0271e-06 - accuracy: 1.0000 - val_loss: 13.9085 - val_accuracy: 0.3135
Epoch 7865/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0264e-06 - accuracy: 1.0000 - val_loss: 13.9090 - val_accuracy: 0.3135
Epoch 7866/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0259e-06 - accuracy: 1.0000 - val_loss: 13.9095 - val_accuracy: 0.3135
Epoch 7867/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0254e-06 - accuracy: 1.0000 - val_loss: 13.9100 - val_accuracy: 0.3135
Epoch 7868/10000
1/1 [==============================] - 0s 85ms/step - loss: 1.0250e-06 - accuracy: 1.0000 - val_loss: 13.9105 - val_accuracy: 0.3135
Epoch 7869/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0247e-06 - accuracy: 1.0000 - val_loss: 13.9110 - val_accuracy: 0.3135
Epoch 7870/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0242e-06 - accuracy: 1.0000 - val_loss: 13.9115 - val_accuracy: 0.3135
Epoch 7871/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0240e-06 - accuracy: 1.0000 - val_loss: 13.9120 - val_accuracy: 0.3135
Epoch 7872/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.0233e-06 - accuracy: 1.0000 - val_loss: 13.9125 - val_accuracy: 0.3135
Epoch 7873/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0223e-06 - accuracy: 1.0000 - val_loss: 13.9130 - val_accuracy: 0.3135
Epoch 7874/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0221e-06 - accuracy: 1.0000 - val_loss: 13.9135 - val_accuracy: 0.3135
Epoch 7875/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0214e-06 - accuracy: 1.0000 - val_loss: 13.9139 - val_accuracy: 0.3135
Epoch 7876/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0204e-06 - accuracy: 1.0000 - val_loss: 13.9144 - val_accuracy: 0.3135
Epoch 7877/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0202e-06 - accuracy: 1.0000 - val_loss: 13.9150 - val_accuracy: 0.3135
Epoch 7878/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0192e-06 - accuracy: 1.0000 - val_loss: 13.9155 - val_accuracy: 0.3135
Epoch 7879/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0180e-06 - accuracy: 1.0000 - val_loss: 13.9160 - val_accuracy: 0.3134
Epoch 7880/10000
1/1 [==============================] - 0s 107ms/step - loss: 1.0176e-06 - accuracy: 1.0000 - val_loss: 13.9165 - val_accuracy: 0.3135
Epoch 7881/10000
1/1 [==============================] - 0s 95ms/step - loss: 1.0173e-06 - accuracy: 1.0000 - val_loss: 13.9170 - val_accuracy: 0.3135
Epoch 7882/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0166e-06 - accuracy: 1.0000 - val_loss: 13.9175 - val_accuracy: 0.3135
Epoch 7883/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0164e-06 - accuracy: 1.0000 - val_loss: 13.9180 - val_accuracy: 0.3135
Epoch 7884/10000
1/1 [==============================] - 0s 92ms/step - loss: 1.0152e-06 - accuracy: 1.0000 - val_loss: 13.9185 - val_accuracy: 0.3135
Epoch 7885/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0149e-06 - accuracy: 1.0000 - val_loss: 13.9190 - val_accuracy: 0.3135
Epoch 7886/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0140e-06 - accuracy: 1.0000 - val_loss: 13.9194 - val_accuracy: 0.3135
Epoch 7887/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0138e-06 - accuracy: 1.0000 - val_loss: 13.9199 - val_accuracy: 0.3135
Epoch 7888/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0130e-06 - accuracy: 1.0000 - val_loss: 13.9204 - val_accuracy: 0.3135
Epoch 7889/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0126e-06 - accuracy: 1.0000 - val_loss: 13.9209 - val_accuracy: 0.3135
Epoch 7890/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0121e-06 - accuracy: 1.0000 - val_loss: 13.9214 - val_accuracy: 0.3135
Epoch 7891/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.0116e-06 - accuracy: 1.0000 - val_loss: 13.9220 - val_accuracy: 0.3135
Epoch 7892/10000
1/1 [==============================] - 0s 93ms/step - loss: 1.0111e-06 - accuracy: 1.0000 - val_loss: 13.9225 - val_accuracy: 0.3135
Epoch 7893/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.0102e-06 - accuracy: 1.0000 - val_loss: 13.9230 - val_accuracy: 0.3135
Epoch 7894/10000
1/1 [==============================] - 0s 101ms/step - loss: 1.0092e-06 - accuracy: 1.0000 - val_loss: 13.9234 - val_accuracy: 0.3135
Epoch 7895/10000
1/1 [==============================] - 0s 97ms/step - loss: 1.0090e-06 - accuracy: 1.0000 - val_loss: 13.9239 - val_accuracy: 0.3135
Epoch 7896/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.0085e-06 - accuracy: 1.0000 - val_loss: 13.9244 - val_accuracy: 0.3135
Epoch 7897/10000
1/1 [==============================] - 0s 102ms/step - loss: 1.0076e-06 - accuracy: 1.0000 - val_loss: 13.9249 - val_accuracy: 0.3135
Epoch 7898/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0073e-06 - accuracy: 1.0000 - val_loss: 13.9254 - val_accuracy: 0.3135
Epoch 7899/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0068e-06 - accuracy: 1.0000 - val_loss: 13.9259 - val_accuracy: 0.3135
Epoch 7900/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0056e-06 - accuracy: 1.0000 - val_loss: 13.9264 - val_accuracy: 0.3135
Epoch 7901/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0052e-06 - accuracy: 1.0000 - val_loss: 13.9269 - val_accuracy: 0.3135
Epoch 7902/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0049e-06 - accuracy: 1.0000 - val_loss: 13.9274 - val_accuracy: 0.3135
Epoch 7903/10000
1/1 [==============================] - 0s 98ms/step - loss: 1.0047e-06 - accuracy: 1.0000 - val_loss: 13.9279 - val_accuracy: 0.3135
Epoch 7904/10000
1/1 [==============================] - 0s 104ms/step - loss: 1.0040e-06 - accuracy: 1.0000 - val_loss: 13.9285 - val_accuracy: 0.3135
Epoch 7905/10000
1/1 [==============================] - 0s 90ms/step - loss: 1.0030e-06 - accuracy: 1.0000 - val_loss: 13.9290 - val_accuracy: 0.3135
Epoch 7906/10000
1/1 [==============================] - 0s 89ms/step - loss: 1.0025e-06 - accuracy: 1.0000 - val_loss: 13.9294 - val_accuracy: 0.3135
Epoch 7907/10000
1/1 [==============================] - 0s 87ms/step - loss: 1.0016e-06 - accuracy: 1.0000 - val_loss: 13.9299 - val_accuracy: 0.3135
Epoch 7908/10000
1/1 [==============================] - 0s 91ms/step - loss: 1.0014e-06 - accuracy: 1.0000 - val_loss: 13.9304 - val_accuracy: 0.3135
Epoch 7909/10000
1/1 [==============================] - 0s 88ms/step - loss: 1.0004e-06 - accuracy: 1.0000 - val_loss: 13.9309 - val_accuracy: 0.3135
Epoch 7910/10000
1/1 [==============================] - 0s 94ms/step - loss: 1.0002e-06 - accuracy: 1.0000 - val_loss: 13.9314 - val_accuracy: 0.3135
Epoch 7911/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.9945e-07 - accuracy: 1.0000 - val_loss: 13.9319 - val_accuracy: 0.3135
Epoch 7912/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.9897e-07 - accuracy: 1.0000 - val_loss: 13.9324 - val_accuracy: 0.3135
Epoch 7913/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.9826e-07 - accuracy: 1.0000 - val_loss: 13.9329 - val_accuracy: 0.3135
Epoch 7914/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.9707e-07 - accuracy: 1.0000 - val_loss: 13.9334 - val_accuracy: 0.3135
Epoch 7915/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.9659e-07 - accuracy: 1.0000 - val_loss: 13.9339 - val_accuracy: 0.3135
Epoch 7916/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.9587e-07 - accuracy: 1.0000 - val_loss: 13.9344 - val_accuracy: 0.3135
Epoch 7917/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.9540e-07 - accuracy: 1.0000 - val_loss: 13.9349 - val_accuracy: 0.3135
Epoch 7918/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.9444e-07 - accuracy: 1.0000 - val_loss: 13.9354 - val_accuracy: 0.3135
Epoch 7919/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.9325e-07 - accuracy: 1.0000 - val_loss: 13.9359 - val_accuracy: 0.3135
Epoch 7920/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.9254e-07 - accuracy: 1.0000 - val_loss: 13.9364 - val_accuracy: 0.3135
Epoch 7921/10000
1/1 [==============================] - 0s 85ms/step - loss: 9.9230e-07 - accuracy: 1.0000 - val_loss: 13.9369 - val_accuracy: 0.3135
Epoch 7922/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.9182e-07 - accuracy: 1.0000 - val_loss: 13.9374 - val_accuracy: 0.3135
Epoch 7923/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.9087e-07 - accuracy: 1.0000 - val_loss: 13.9379 - val_accuracy: 0.3135
Epoch 7924/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.9039e-07 - accuracy: 1.0000 - val_loss: 13.9384 - val_accuracy: 0.3135
Epoch 7925/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.9039e-07 - accuracy: 1.0000 - val_loss: 13.9389 - val_accuracy: 0.3135
Epoch 7926/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.8991e-07 - accuracy: 1.0000 - val_loss: 13.9394 - val_accuracy: 0.3135
Epoch 7927/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.8967e-07 - accuracy: 1.0000 - val_loss: 13.9398 - val_accuracy: 0.3135
Epoch 7928/10000
1/1 [==============================] - 0s 97ms/step - loss: 9.8920e-07 - accuracy: 1.0000 - val_loss: 13.9403 - val_accuracy: 0.3135
Epoch 7929/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.8848e-07 - accuracy: 1.0000 - val_loss: 13.9408 - val_accuracy: 0.3135
Epoch 7930/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.8824e-07 - accuracy: 1.0000 - val_loss: 13.9414 - val_accuracy: 0.3135
Epoch 7931/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.8777e-07 - accuracy: 1.0000 - val_loss: 13.9419 - val_accuracy: 0.3135
Epoch 7932/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.8753e-07 - accuracy: 1.0000 - val_loss: 13.9424 - val_accuracy: 0.3135
Epoch 7933/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.8681e-07 - accuracy: 1.0000 - val_loss: 13.9428 - val_accuracy: 0.3135
Epoch 7934/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.8681e-07 - accuracy: 1.0000 - val_loss: 13.9433 - val_accuracy: 0.3135
Epoch 7935/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.8634e-07 - accuracy: 1.0000 - val_loss: 13.9438 - val_accuracy: 0.3135
Epoch 7936/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.8586e-07 - accuracy: 1.0000 - val_loss: 13.9443 - val_accuracy: 0.3135
Epoch 7937/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.8562e-07 - accuracy: 1.0000 - val_loss: 13.9449 - val_accuracy: 0.3135
Epoch 7938/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.8443e-07 - accuracy: 1.0000 - val_loss: 13.9453 - val_accuracy: 0.3135
Epoch 7939/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.8443e-07 - accuracy: 1.0000 - val_loss: 13.9458 - val_accuracy: 0.3135
Epoch 7940/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.8371e-07 - accuracy: 1.0000 - val_loss: 13.9463 - val_accuracy: 0.3135
Epoch 7941/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.8276e-07 - accuracy: 1.0000 - val_loss: 13.9468 - val_accuracy: 0.3135
Epoch 7942/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.8204e-07 - accuracy: 1.0000 - val_loss: 13.9473 - val_accuracy: 0.3135
Epoch 7943/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.8133e-07 - accuracy: 1.0000 - val_loss: 13.9478 - val_accuracy: 0.3135
Epoch 7944/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.8109e-07 - accuracy: 1.0000 - val_loss: 13.9484 - val_accuracy: 0.3135
Epoch 7945/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.7966e-07 - accuracy: 1.0000 - val_loss: 13.9489 - val_accuracy: 0.3135
Epoch 7946/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.7918e-07 - accuracy: 1.0000 - val_loss: 13.9494 - val_accuracy: 0.3135
Epoch 7947/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.7871e-07 - accuracy: 1.0000 - val_loss: 13.9498 - val_accuracy: 0.3135
Epoch 7948/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.7847e-07 - accuracy: 1.0000 - val_loss: 13.9503 - val_accuracy: 0.3135
Epoch 7949/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.7823e-07 - accuracy: 1.0000 - val_loss: 13.9508 - val_accuracy: 0.3135
Epoch 7950/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.7823e-07 - accuracy: 1.0000 - val_loss: 13.9513 - val_accuracy: 0.3135
Epoch 7951/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.7775e-07 - accuracy: 1.0000 - val_loss: 13.9518 - val_accuracy: 0.3135
Epoch 7952/10000
1/1 [==============================] - 0s 103ms/step - loss: 9.7680e-07 - accuracy: 1.0000 - val_loss: 13.9523 - val_accuracy: 0.3135
Epoch 7953/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.7585e-07 - accuracy: 1.0000 - val_loss: 13.9529 - val_accuracy: 0.3135
Epoch 7954/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.7513e-07 - accuracy: 1.0000 - val_loss: 13.9534 - val_accuracy: 0.3135
Epoch 7955/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.7465e-07 - accuracy: 1.0000 - val_loss: 13.9539 - val_accuracy: 0.3135
Epoch 7956/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.7370e-07 - accuracy: 1.0000 - val_loss: 13.9543 - val_accuracy: 0.3135
Epoch 7957/10000
1/1 [==============================] - 0s 110ms/step - loss: 9.7227e-07 - accuracy: 1.0000 - val_loss: 13.9548 - val_accuracy: 0.3135
Epoch 7958/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.7227e-07 - accuracy: 1.0000 - val_loss: 13.9554 - val_accuracy: 0.3136
Epoch 7959/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.7084e-07 - accuracy: 1.0000 - val_loss: 13.9559 - val_accuracy: 0.3137
Epoch 7960/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.7036e-07 - accuracy: 1.0000 - val_loss: 13.9564 - val_accuracy: 0.3137
Epoch 7961/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.7012e-07 - accuracy: 1.0000 - val_loss: 13.9569 - val_accuracy: 0.3137
Epoch 7962/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.6989e-07 - accuracy: 1.0000 - val_loss: 13.9574 - val_accuracy: 0.3137
Epoch 7963/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.6941e-07 - accuracy: 1.0000 - val_loss: 13.9579 - val_accuracy: 0.3137
Epoch 7964/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.6941e-07 - accuracy: 1.0000 - val_loss: 13.9584 - val_accuracy: 0.3137
Epoch 7965/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.6869e-07 - accuracy: 1.0000 - val_loss: 13.9589 - val_accuracy: 0.3137
Epoch 7966/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.6822e-07 - accuracy: 1.0000 - val_loss: 13.9593 - val_accuracy: 0.3137
Epoch 7967/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.6774e-07 - accuracy: 1.0000 - val_loss: 13.9598 - val_accuracy: 0.3137
Epoch 7968/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.6679e-07 - accuracy: 1.0000 - val_loss: 13.9603 - val_accuracy: 0.3136
Epoch 7969/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.6631e-07 - accuracy: 1.0000 - val_loss: 13.9609 - val_accuracy: 0.3136
Epoch 7970/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.6583e-07 - accuracy: 1.0000 - val_loss: 13.9614 - val_accuracy: 0.3136
Epoch 7971/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.6512e-07 - accuracy: 1.0000 - val_loss: 13.9619 - val_accuracy: 0.3137
Epoch 7972/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.6440e-07 - accuracy: 1.0000 - val_loss: 13.9624 - val_accuracy: 0.3137
Epoch 7973/10000
1/1 [==============================] - 0s 102ms/step - loss: 9.6369e-07 - accuracy: 1.0000 - val_loss: 13.9629 - val_accuracy: 0.3137
Epoch 7974/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.6273e-07 - accuracy: 1.0000 - val_loss: 13.9634 - val_accuracy: 0.3137
Epoch 7975/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.6249e-07 - accuracy: 1.0000 - val_loss: 13.9639 - val_accuracy: 0.3137
Epoch 7976/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.6202e-07 - accuracy: 1.0000 - val_loss: 13.9644 - val_accuracy: 0.3137
Epoch 7977/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.6083e-07 - accuracy: 1.0000 - val_loss: 13.9649 - val_accuracy: 0.3138
Epoch 7978/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.6011e-07 - accuracy: 1.0000 - val_loss: 13.9654 - val_accuracy: 0.3137
Epoch 7979/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.5892e-07 - accuracy: 1.0000 - val_loss: 13.9659 - val_accuracy: 0.3136
Epoch 7980/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.5820e-07 - accuracy: 1.0000 - val_loss: 13.9664 - val_accuracy: 0.3136
Epoch 7981/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.5820e-07 - accuracy: 1.0000 - val_loss: 13.9669 - val_accuracy: 0.3136
Epoch 7982/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.5773e-07 - accuracy: 1.0000 - val_loss: 13.9674 - val_accuracy: 0.3137
Epoch 7983/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.5701e-07 - accuracy: 1.0000 - val_loss: 13.9679 - val_accuracy: 0.3136
Epoch 7984/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.5630e-07 - accuracy: 1.0000 - val_loss: 13.9684 - val_accuracy: 0.3137
Epoch 7985/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.5582e-07 - accuracy: 1.0000 - val_loss: 13.9689 - val_accuracy: 0.3137
Epoch 7986/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.5534e-07 - accuracy: 1.0000 - val_loss: 13.9694 - val_accuracy: 0.3137
Epoch 7987/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.5487e-07 - accuracy: 1.0000 - val_loss: 13.9699 - val_accuracy: 0.3136
Epoch 7988/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.5415e-07 - accuracy: 1.0000 - val_loss: 13.9704 - val_accuracy: 0.3136
Epoch 7989/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.5248e-07 - accuracy: 1.0000 - val_loss: 13.9709 - val_accuracy: 0.3137
Epoch 7990/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.5224e-07 - accuracy: 1.0000 - val_loss: 13.9713 - val_accuracy: 0.3137
Epoch 7991/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.5200e-07 - accuracy: 1.0000 - val_loss: 13.9718 - val_accuracy: 0.3137
Epoch 7992/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.5129e-07 - accuracy: 1.0000 - val_loss: 13.9723 - val_accuracy: 0.3136
Epoch 7993/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.5081e-07 - accuracy: 1.0000 - val_loss: 13.9729 - val_accuracy: 0.3136
Epoch 7994/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.5034e-07 - accuracy: 1.0000 - val_loss: 13.9734 - val_accuracy: 0.3136
Epoch 7995/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.4962e-07 - accuracy: 1.0000 - val_loss: 13.9739 - val_accuracy: 0.3136
Epoch 7996/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.4890e-07 - accuracy: 1.0000 - val_loss: 13.9744 - val_accuracy: 0.3136
Epoch 7997/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.4843e-07 - accuracy: 1.0000 - val_loss: 13.9748 - val_accuracy: 0.3137
Epoch 7998/10000
1/1 [==============================] - 0s 111ms/step - loss: 9.4843e-07 - accuracy: 1.0000 - val_loss: 13.9753 - val_accuracy: 0.3137
Epoch 7999/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.4747e-07 - accuracy: 1.0000 - val_loss: 13.9758 - val_accuracy: 0.3137
Epoch 8000/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.4676e-07 - accuracy: 1.0000 - val_loss: 13.9763 - val_accuracy: 0.3136
Epoch 8001/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.4652e-07 - accuracy: 1.0000 - val_loss: 13.9768 - val_accuracy: 0.3136
Epoch 8002/10000
1/1 [==============================] - 0s 85ms/step - loss: 9.4628e-07 - accuracy: 1.0000 - val_loss: 13.9773 - val_accuracy: 0.3136
Epoch 8003/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.4557e-07 - accuracy: 1.0000 - val_loss: 13.9778 - val_accuracy: 0.3136
Epoch 8004/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.4509e-07 - accuracy: 1.0000 - val_loss: 13.9783 - val_accuracy: 0.3136
Epoch 8005/10000
1/1 [==============================] - 0s 84ms/step - loss: 9.4485e-07 - accuracy: 1.0000 - val_loss: 13.9788 - val_accuracy: 0.3136
Epoch 8006/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.4461e-07 - accuracy: 1.0000 - val_loss: 13.9793 - val_accuracy: 0.3136
Epoch 8007/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.4414e-07 - accuracy: 1.0000 - val_loss: 13.9798 - val_accuracy: 0.3136
Epoch 8008/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.4366e-07 - accuracy: 1.0000 - val_loss: 13.9803 - val_accuracy: 0.3136
Epoch 8009/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.4366e-07 - accuracy: 1.0000 - val_loss: 13.9808 - val_accuracy: 0.3137
Epoch 8010/10000
1/1 [==============================] - 0s 86ms/step - loss: 9.4318e-07 - accuracy: 1.0000 - val_loss: 13.9813 - val_accuracy: 0.3137
Epoch 8011/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.4247e-07 - accuracy: 1.0000 - val_loss: 13.9818 - val_accuracy: 0.3137
Epoch 8012/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.4151e-07 - accuracy: 1.0000 - val_loss: 13.9823 - val_accuracy: 0.3137
Epoch 8013/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.4151e-07 - accuracy: 1.0000 - val_loss: 13.9828 - val_accuracy: 0.3136
Epoch 8014/10000
1/1 [==============================] - 0s 98ms/step - loss: 9.4080e-07 - accuracy: 1.0000 - val_loss: 13.9833 - val_accuracy: 0.3136
Epoch 8015/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.4008e-07 - accuracy: 1.0000 - val_loss: 13.9838 - val_accuracy: 0.3136
Epoch 8016/10000
1/1 [==============================] - 0s 84ms/step - loss: 9.4008e-07 - accuracy: 1.0000 - val_loss: 13.9843 - val_accuracy: 0.3136
Epoch 8017/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.3937e-07 - accuracy: 1.0000 - val_loss: 13.9848 - val_accuracy: 0.3136
Epoch 8018/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.3889e-07 - accuracy: 1.0000 - val_loss: 13.9853 - val_accuracy: 0.3136
Epoch 8019/10000
1/1 [==============================] - 0s 98ms/step - loss: 9.3794e-07 - accuracy: 1.0000 - val_loss: 13.9857 - val_accuracy: 0.3136
Epoch 8020/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.3722e-07 - accuracy: 1.0000 - val_loss: 13.9862 - val_accuracy: 0.3136
Epoch 8021/10000
1/1 [==============================] - 0s 85ms/step - loss: 9.3722e-07 - accuracy: 1.0000 - val_loss: 13.9867 - val_accuracy: 0.3136
Epoch 8022/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.3698e-07 - accuracy: 1.0000 - val_loss: 13.9872 - val_accuracy: 0.3136
Epoch 8023/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.3603e-07 - accuracy: 1.0000 - val_loss: 13.9877 - val_accuracy: 0.3136
Epoch 8024/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.3532e-07 - accuracy: 1.0000 - val_loss: 13.9883 - val_accuracy: 0.3136
Epoch 8025/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.3436e-07 - accuracy: 1.0000 - val_loss: 13.9888 - val_accuracy: 0.3136
Epoch 8026/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.3341e-07 - accuracy: 1.0000 - val_loss: 13.9892 - val_accuracy: 0.3136
Epoch 8027/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.3317e-07 - accuracy: 1.0000 - val_loss: 13.9897 - val_accuracy: 0.3136
Epoch 8028/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.3198e-07 - accuracy: 1.0000 - val_loss: 13.9902 - val_accuracy: 0.3136
Epoch 8029/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.3126e-07 - accuracy: 1.0000 - val_loss: 13.9907 - val_accuracy: 0.3136
Epoch 8030/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.3079e-07 - accuracy: 1.0000 - val_loss: 13.9912 - val_accuracy: 0.3136
Epoch 8031/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.3055e-07 - accuracy: 1.0000 - val_loss: 13.9917 - val_accuracy: 0.3136
Epoch 8032/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.3055e-07 - accuracy: 1.0000 - val_loss: 13.9922 - val_accuracy: 0.3136
Epoch 8033/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.3031e-07 - accuracy: 1.0000 - val_loss: 13.9927 - val_accuracy: 0.3136
Epoch 8034/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.2912e-07 - accuracy: 1.0000 - val_loss: 13.9932 - val_accuracy: 0.3136
Epoch 8035/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.2840e-07 - accuracy: 1.0000 - val_loss: 13.9937 - val_accuracy: 0.3136
Epoch 8036/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.2792e-07 - accuracy: 1.0000 - val_loss: 13.9942 - val_accuracy: 0.3136
Epoch 8037/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.2673e-07 - accuracy: 1.0000 - val_loss: 13.9947 - val_accuracy: 0.3136
Epoch 8038/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.2626e-07 - accuracy: 1.0000 - val_loss: 13.9952 - val_accuracy: 0.3136
Epoch 8039/10000
1/1 [==============================] - 0s 96ms/step - loss: 9.2602e-07 - accuracy: 1.0000 - val_loss: 13.9956 - val_accuracy: 0.3136
Epoch 8040/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.2578e-07 - accuracy: 1.0000 - val_loss: 13.9961 - val_accuracy: 0.3136
Epoch 8041/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.2506e-07 - accuracy: 1.0000 - val_loss: 13.9966 - val_accuracy: 0.3136
Epoch 8042/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.2435e-07 - accuracy: 1.0000 - val_loss: 13.9971 - val_accuracy: 0.3136
Epoch 8043/10000
1/1 [==============================] - 0s 99ms/step - loss: 9.2292e-07 - accuracy: 1.0000 - val_loss: 13.9976 - val_accuracy: 0.3136
Epoch 8044/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.2244e-07 - accuracy: 1.0000 - val_loss: 13.9981 - val_accuracy: 0.3136
Epoch 8045/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.2125e-07 - accuracy: 1.0000 - val_loss: 13.9986 - val_accuracy: 0.3136
Epoch 8046/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.2053e-07 - accuracy: 1.0000 - val_loss: 13.9991 - val_accuracy: 0.3137
Epoch 8047/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.2006e-07 - accuracy: 1.0000 - val_loss: 13.9996 - val_accuracy: 0.3137
Epoch 8048/10000
1/1 [==============================] - 0s 85ms/step - loss: 9.1958e-07 - accuracy: 1.0000 - val_loss: 14.0001 - val_accuracy: 0.3137
Epoch 8049/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.1958e-07 - accuracy: 1.0000 - val_loss: 14.0006 - val_accuracy: 0.3137
Epoch 8050/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.1886e-07 - accuracy: 1.0000 - val_loss: 14.0011 - val_accuracy: 0.3137
Epoch 8051/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.1863e-07 - accuracy: 1.0000 - val_loss: 14.0016 - val_accuracy: 0.3136
Epoch 8052/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.1815e-07 - accuracy: 1.0000 - val_loss: 14.0020 - val_accuracy: 0.3136
Epoch 8053/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.1743e-07 - accuracy: 1.0000 - val_loss: 14.0026 - val_accuracy: 0.3137
Epoch 8054/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.1672e-07 - accuracy: 1.0000 - val_loss: 14.0031 - val_accuracy: 0.3137
Epoch 8055/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.1576e-07 - accuracy: 1.0000 - val_loss: 14.0035 - val_accuracy: 0.3136
Epoch 8056/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.1553e-07 - accuracy: 1.0000 - val_loss: 14.0040 - val_accuracy: 0.3136
Epoch 8057/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.1576e-07 - accuracy: 1.0000 - val_loss: 14.0046 - val_accuracy: 0.3136
Epoch 8058/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.1529e-07 - accuracy: 1.0000 - val_loss: 14.0051 - val_accuracy: 0.3136
Epoch 8059/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.1457e-07 - accuracy: 1.0000 - val_loss: 14.0055 - val_accuracy: 0.3136
Epoch 8060/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.1386e-07 - accuracy: 1.0000 - val_loss: 14.0060 - val_accuracy: 0.3136
Epoch 8061/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.1362e-07 - accuracy: 1.0000 - val_loss: 14.0065 - val_accuracy: 0.3136
Epoch 8062/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.1314e-07 - accuracy: 1.0000 - val_loss: 14.0070 - val_accuracy: 0.3136
Epoch 8063/10000
1/1 [==============================] - 0s 97ms/step - loss: 9.1290e-07 - accuracy: 1.0000 - val_loss: 14.0075 - val_accuracy: 0.3136
Epoch 8064/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.1267e-07 - accuracy: 1.0000 - val_loss: 14.0080 - val_accuracy: 0.3136
Epoch 8065/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.1243e-07 - accuracy: 1.0000 - val_loss: 14.0085 - val_accuracy: 0.3136
Epoch 8066/10000
1/1 [==============================] - 0s 94ms/step - loss: 9.1147e-07 - accuracy: 1.0000 - val_loss: 14.0090 - val_accuracy: 0.3136
Epoch 8067/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.1147e-07 - accuracy: 1.0000 - val_loss: 14.0095 - val_accuracy: 0.3136
Epoch 8068/10000
1/1 [==============================] - 0s 91ms/step - loss: 9.1124e-07 - accuracy: 1.0000 - val_loss: 14.0100 - val_accuracy: 0.3136
Epoch 8069/10000
1/1 [==============================] - 0s 90ms/step - loss: 9.1004e-07 - accuracy: 1.0000 - val_loss: 14.0105 - val_accuracy: 0.3136
Epoch 8070/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0957e-07 - accuracy: 1.0000 - val_loss: 14.0110 - val_accuracy: 0.3136
Epoch 8071/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.0980e-07 - accuracy: 1.0000 - val_loss: 14.0115 - val_accuracy: 0.3136
Epoch 8072/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0861e-07 - accuracy: 1.0000 - val_loss: 14.0120 - val_accuracy: 0.3136
Epoch 8073/10000
1/1 [==============================] - 0s 95ms/step - loss: 9.0766e-07 - accuracy: 1.0000 - val_loss: 14.0125 - val_accuracy: 0.3136
Epoch 8074/10000
1/1 [==============================] - 0s 100ms/step - loss: 9.0790e-07 - accuracy: 1.0000 - val_loss: 14.0129 - val_accuracy: 0.3136
Epoch 8075/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.0694e-07 - accuracy: 1.0000 - val_loss: 14.0134 - val_accuracy: 0.3136
Epoch 8076/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0647e-07 - accuracy: 1.0000 - val_loss: 14.0139 - val_accuracy: 0.3136
Epoch 8077/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.0599e-07 - accuracy: 1.0000 - val_loss: 14.0144 - val_accuracy: 0.3136
Epoch 8078/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.0480e-07 - accuracy: 1.0000 - val_loss: 14.0150 - val_accuracy: 0.3136
Epoch 8079/10000
1/1 [==============================] - 0s 89ms/step - loss: 9.0480e-07 - accuracy: 1.0000 - val_loss: 14.0154 - val_accuracy: 0.3136
Epoch 8080/10000
1/1 [==============================] - 0s 88ms/step - loss: 9.0456e-07 - accuracy: 1.0000 - val_loss: 14.0159 - val_accuracy: 0.3137
Epoch 8081/10000
1/1 [==============================] - 0s 87ms/step - loss: 9.0408e-07 - accuracy: 1.0000 - val_loss: 14.0164 - val_accuracy: 0.3136
Epoch 8082/10000
1/1 [==============================] - 0s 103ms/step - loss: 9.0313e-07 - accuracy: 1.0000 - val_loss: 14.0169 - val_accuracy: 0.3136
Epoch 8083/10000
1/1 [==============================] - 0s 102ms/step - loss: 9.0218e-07 - accuracy: 1.0000 - val_loss: 14.0174 - val_accuracy: 0.3136
Epoch 8084/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0194e-07 - accuracy: 1.0000 - val_loss: 14.0179 - val_accuracy: 0.3136
Epoch 8085/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0170e-07 - accuracy: 1.0000 - val_loss: 14.0184 - val_accuracy: 0.3136
Epoch 8086/10000
1/1 [==============================] - 0s 93ms/step - loss: 9.0122e-07 - accuracy: 1.0000 - val_loss: 14.0189 - val_accuracy: 0.3137
Epoch 8087/10000
1/1 [==============================] - 0s 92ms/step - loss: 9.0027e-07 - accuracy: 1.0000 - val_loss: 14.0194 - val_accuracy: 0.3137
Epoch 8088/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.9955e-07 - accuracy: 1.0000 - val_loss: 14.0199 - val_accuracy: 0.3137
Epoch 8089/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.9931e-07 - accuracy: 1.0000 - val_loss: 14.0204 - val_accuracy: 0.3137
Epoch 8090/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.9908e-07 - accuracy: 1.0000 - val_loss: 14.0210 - val_accuracy: 0.3137
Epoch 8091/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.9884e-07 - accuracy: 1.0000 - val_loss: 14.0215 - val_accuracy: 0.3137
Epoch 8092/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.9884e-07 - accuracy: 1.0000 - val_loss: 14.0220 - val_accuracy: 0.3137
Epoch 8093/10000
1/1 [==============================] - 0s 95ms/step - loss: 8.9812e-07 - accuracy: 1.0000 - val_loss: 14.0224 - val_accuracy: 0.3137
Epoch 8094/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.9645e-07 - accuracy: 1.0000 - val_loss: 14.0229 - val_accuracy: 0.3137
Epoch 8095/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.9645e-07 - accuracy: 1.0000 - val_loss: 14.0234 - val_accuracy: 0.3137
Epoch 8096/10000
1/1 [==============================] - 0s 99ms/step - loss: 8.9574e-07 - accuracy: 1.0000 - val_loss: 14.0239 - val_accuracy: 0.3137
Epoch 8097/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.9598e-07 - accuracy: 1.0000 - val_loss: 14.0244 - val_accuracy: 0.3137
Epoch 8098/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.9598e-07 - accuracy: 1.0000 - val_loss: 14.0249 - val_accuracy: 0.3137
Epoch 8099/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.9526e-07 - accuracy: 1.0000 - val_loss: 14.0254 - val_accuracy: 0.3137
Epoch 8100/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.9455e-07 - accuracy: 1.0000 - val_loss: 14.0259 - val_accuracy: 0.3137
Epoch 8101/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.9383e-07 - accuracy: 1.0000 - val_loss: 14.0264 - val_accuracy: 0.3137
Epoch 8102/10000
1/1 [==============================] - 0s 84ms/step - loss: 8.9383e-07 - accuracy: 1.0000 - val_loss: 14.0269 - val_accuracy: 0.3137
Epoch 8103/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.9335e-07 - accuracy: 1.0000 - val_loss: 14.0274 - val_accuracy: 0.3137
Epoch 8104/10000
1/1 [==============================] - 0s 100ms/step - loss: 8.9288e-07 - accuracy: 1.0000 - val_loss: 14.0279 - val_accuracy: 0.3137
Epoch 8105/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.9240e-07 - accuracy: 1.0000 - val_loss: 14.0284 - val_accuracy: 0.3137
Epoch 8106/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.9145e-07 - accuracy: 1.0000 - val_loss: 14.0289 - val_accuracy: 0.3137
Epoch 8107/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.9097e-07 - accuracy: 1.0000 - val_loss: 14.0294 - val_accuracy: 0.3137
Epoch 8108/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.9073e-07 - accuracy: 1.0000 - val_loss: 14.0299 - val_accuracy: 0.3137
Epoch 8109/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.9025e-07 - accuracy: 1.0000 - val_loss: 14.0304 - val_accuracy: 0.3137
Epoch 8110/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.8930e-07 - accuracy: 1.0000 - val_loss: 14.0308 - val_accuracy: 0.3137
Epoch 8111/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.8882e-07 - accuracy: 1.0000 - val_loss: 14.0313 - val_accuracy: 0.3137
Epoch 8112/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.8835e-07 - accuracy: 1.0000 - val_loss: 14.0318 - val_accuracy: 0.3136
Epoch 8113/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.8739e-07 - accuracy: 1.0000 - val_loss: 14.0324 - val_accuracy: 0.3136
Epoch 8114/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.8692e-07 - accuracy: 1.0000 - val_loss: 14.0329 - val_accuracy: 0.3136
Epoch 8115/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.8668e-07 - accuracy: 1.0000 - val_loss: 14.0334 - val_accuracy: 0.3136
Epoch 8116/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.8572e-07 - accuracy: 1.0000 - val_loss: 14.0339 - val_accuracy: 0.3136
Epoch 8117/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.8549e-07 - accuracy: 1.0000 - val_loss: 14.0344 - val_accuracy: 0.3136
Epoch 8118/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.8549e-07 - accuracy: 1.0000 - val_loss: 14.0349 - val_accuracy: 0.3136
Epoch 8119/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.8477e-07 - accuracy: 1.0000 - val_loss: 14.0354 - val_accuracy: 0.3136
Epoch 8120/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.8406e-07 - accuracy: 1.0000 - val_loss: 14.0358 - val_accuracy: 0.3136
Epoch 8121/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.8239e-07 - accuracy: 1.0000 - val_loss: 14.0363 - val_accuracy: 0.3136
Epoch 8122/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.8167e-07 - accuracy: 1.0000 - val_loss: 14.0368 - val_accuracy: 0.3136
Epoch 8123/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.8024e-07 - accuracy: 1.0000 - val_loss: 14.0373 - val_accuracy: 0.3136
Epoch 8124/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.8024e-07 - accuracy: 1.0000 - val_loss: 14.0378 - val_accuracy: 0.3136
Epoch 8125/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.7953e-07 - accuracy: 1.0000 - val_loss: 14.0383 - val_accuracy: 0.3136
Epoch 8126/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.7929e-07 - accuracy: 1.0000 - val_loss: 14.0388 - val_accuracy: 0.3136
Epoch 8127/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.7881e-07 - accuracy: 1.0000 - val_loss: 14.0393 - val_accuracy: 0.3136
Epoch 8128/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.7833e-07 - accuracy: 1.0000 - val_loss: 14.0397 - val_accuracy: 0.3136
Epoch 8129/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.7762e-07 - accuracy: 1.0000 - val_loss: 14.0403 - val_accuracy: 0.3136
Epoch 8130/10000
1/1 [==============================] - 0s 106ms/step - loss: 8.7738e-07 - accuracy: 1.0000 - val_loss: 14.0408 - val_accuracy: 0.3136
Epoch 8131/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.7643e-07 - accuracy: 1.0000 - val_loss: 14.0413 - val_accuracy: 0.3136
Epoch 8132/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.7619e-07 - accuracy: 1.0000 - val_loss: 14.0417 - val_accuracy: 0.3136
Epoch 8133/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.7500e-07 - accuracy: 1.0000 - val_loss: 14.0422 - val_accuracy: 0.3136
Epoch 8134/10000
1/1 [==============================] - 0s 95ms/step - loss: 8.7452e-07 - accuracy: 1.0000 - val_loss: 14.0427 - val_accuracy: 0.3136
Epoch 8135/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.7428e-07 - accuracy: 1.0000 - val_loss: 14.0432 - val_accuracy: 0.3136
Epoch 8136/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.7380e-07 - accuracy: 1.0000 - val_loss: 14.0437 - val_accuracy: 0.3136
Epoch 8137/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.7333e-07 - accuracy: 1.0000 - val_loss: 14.0442 - val_accuracy: 0.3136
Epoch 8138/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.7237e-07 - accuracy: 1.0000 - val_loss: 14.0447 - val_accuracy: 0.3136
Epoch 8139/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.7190e-07 - accuracy: 1.0000 - val_loss: 14.0451 - val_accuracy: 0.3136
Epoch 8140/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.7118e-07 - accuracy: 1.0000 - val_loss: 14.0456 - val_accuracy: 0.3136
Epoch 8141/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.7070e-07 - accuracy: 1.0000 - val_loss: 14.0461 - val_accuracy: 0.3136
Epoch 8142/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.7047e-07 - accuracy: 1.0000 - val_loss: 14.0466 - val_accuracy: 0.3136
Epoch 8143/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.7023e-07 - accuracy: 1.0000 - val_loss: 14.0471 - val_accuracy: 0.3136
Epoch 8144/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.6951e-07 - accuracy: 1.0000 - val_loss: 14.0476 - val_accuracy: 0.3136
Epoch 8145/10000
1/1 [==============================] - 0s 96ms/step - loss: 8.6927e-07 - accuracy: 1.0000 - val_loss: 14.0481 - val_accuracy: 0.3136
Epoch 8146/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.6832e-07 - accuracy: 1.0000 - val_loss: 14.0486 - val_accuracy: 0.3136
Epoch 8147/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.6760e-07 - accuracy: 1.0000 - val_loss: 14.0491 - val_accuracy: 0.3136
Epoch 8148/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.6689e-07 - accuracy: 1.0000 - val_loss: 14.0495 - val_accuracy: 0.3136
Epoch 8149/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.6737e-07 - accuracy: 1.0000 - val_loss: 14.0500 - val_accuracy: 0.3136
Epoch 8150/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.6665e-07 - accuracy: 1.0000 - val_loss: 14.0505 - val_accuracy: 0.3137
Epoch 8151/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.6617e-07 - accuracy: 1.0000 - val_loss: 14.0510 - val_accuracy: 0.3136
Epoch 8152/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.6617e-07 - accuracy: 1.0000 - val_loss: 14.0516 - val_accuracy: 0.3136
Epoch 8153/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.6522e-07 - accuracy: 1.0000 - val_loss: 14.0521 - val_accuracy: 0.3136
Epoch 8154/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.6474e-07 - accuracy: 1.0000 - val_loss: 14.0525 - val_accuracy: 0.3136
Epoch 8155/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.6379e-07 - accuracy: 1.0000 - val_loss: 14.0530 - val_accuracy: 0.3137
Epoch 8156/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.6331e-07 - accuracy: 1.0000 - val_loss: 14.0535 - val_accuracy: 0.3137
Epoch 8157/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.6307e-07 - accuracy: 1.0000 - val_loss: 14.0540 - val_accuracy: 0.3136
Epoch 8158/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.6284e-07 - accuracy: 1.0000 - val_loss: 14.0545 - val_accuracy: 0.3136
Epoch 8159/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.6236e-07 - accuracy: 1.0000 - val_loss: 14.0550 - val_accuracy: 0.3136
Epoch 8160/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.6188e-07 - accuracy: 1.0000 - val_loss: 14.0555 - val_accuracy: 0.3136
Epoch 8161/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.6117e-07 - accuracy: 1.0000 - val_loss: 14.0560 - val_accuracy: 0.3137
Epoch 8162/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.6069e-07 - accuracy: 1.0000 - val_loss: 14.0565 - val_accuracy: 0.3137
Epoch 8163/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.6045e-07 - accuracy: 1.0000 - val_loss: 14.0570 - val_accuracy: 0.3137
Epoch 8164/10000
1/1 [==============================] - 0s 101ms/step - loss: 8.5974e-07 - accuracy: 1.0000 - val_loss: 14.0575 - val_accuracy: 0.3137
Epoch 8165/10000
1/1 [==============================] - 0s 104ms/step - loss: 8.5950e-07 - accuracy: 1.0000 - val_loss: 14.0580 - val_accuracy: 0.3136
Epoch 8166/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.5926e-07 - accuracy: 1.0000 - val_loss: 14.0585 - val_accuracy: 0.3136
Epoch 8167/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.5902e-07 - accuracy: 1.0000 - val_loss: 14.0589 - val_accuracy: 0.3137
Epoch 8168/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.5878e-07 - accuracy: 1.0000 - val_loss: 14.0594 - val_accuracy: 0.3137
Epoch 8169/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.5831e-07 - accuracy: 1.0000 - val_loss: 14.0599 - val_accuracy: 0.3137
Epoch 8170/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.5807e-07 - accuracy: 1.0000 - val_loss: 14.0604 - val_accuracy: 0.3137
Epoch 8171/10000
1/1 [==============================] - 0s 84ms/step - loss: 8.5807e-07 - accuracy: 1.0000 - val_loss: 14.0610 - val_accuracy: 0.3137
Epoch 8172/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.5735e-07 - accuracy: 1.0000 - val_loss: 14.0614 - val_accuracy: 0.3137
Epoch 8173/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.5664e-07 - accuracy: 1.0000 - val_loss: 14.0619 - val_accuracy: 0.3137
Epoch 8174/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.5664e-07 - accuracy: 1.0000 - val_loss: 14.0624 - val_accuracy: 0.3137
Epoch 8175/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.5640e-07 - accuracy: 1.0000 - val_loss: 14.0629 - val_accuracy: 0.3137
Epoch 8176/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.5616e-07 - accuracy: 1.0000 - val_loss: 14.0634 - val_accuracy: 0.3137
Epoch 8177/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.5592e-07 - accuracy: 1.0000 - val_loss: 14.0639 - val_accuracy: 0.3137
Epoch 8178/10000
1/1 [==============================] - 0s 99ms/step - loss: 8.5521e-07 - accuracy: 1.0000 - val_loss: 14.0644 - val_accuracy: 0.3137
Epoch 8179/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.5449e-07 - accuracy: 1.0000 - val_loss: 14.0649 - val_accuracy: 0.3137
Epoch 8180/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.5354e-07 - accuracy: 1.0000 - val_loss: 14.0654 - val_accuracy: 0.3137
Epoch 8181/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.5282e-07 - accuracy: 1.0000 - val_loss: 14.0659 - val_accuracy: 0.3137
Epoch 8182/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.5258e-07 - accuracy: 1.0000 - val_loss: 14.0664 - val_accuracy: 0.3137
Epoch 8183/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.5187e-07 - accuracy: 1.0000 - val_loss: 14.0669 - val_accuracy: 0.3137
Epoch 8184/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.5115e-07 - accuracy: 1.0000 - val_loss: 14.0674 - val_accuracy: 0.3137
Epoch 8185/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.5020e-07 - accuracy: 1.0000 - val_loss: 14.0679 - val_accuracy: 0.3137
Epoch 8186/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.4925e-07 - accuracy: 1.0000 - val_loss: 14.0683 - val_accuracy: 0.3137
Epoch 8187/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.4853e-07 - accuracy: 1.0000 - val_loss: 14.0688 - val_accuracy: 0.3137
Epoch 8188/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.4782e-07 - accuracy: 1.0000 - val_loss: 14.0693 - val_accuracy: 0.3137
Epoch 8189/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.4734e-07 - accuracy: 1.0000 - val_loss: 14.0698 - val_accuracy: 0.3137
Epoch 8190/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.4639e-07 - accuracy: 1.0000 - val_loss: 14.0704 - val_accuracy: 0.3137
Epoch 8191/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.4591e-07 - accuracy: 1.0000 - val_loss: 14.0708 - val_accuracy: 0.3137
Epoch 8192/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.4567e-07 - accuracy: 1.0000 - val_loss: 14.0713 - val_accuracy: 0.3137
Epoch 8193/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.4519e-07 - accuracy: 1.0000 - val_loss: 14.0718 - val_accuracy: 0.3137
Epoch 8194/10000
1/1 [==============================] - 0s 103ms/step - loss: 8.4472e-07 - accuracy: 1.0000 - val_loss: 14.0723 - val_accuracy: 0.3137
Epoch 8195/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.4424e-07 - accuracy: 1.0000 - val_loss: 14.0728 - val_accuracy: 0.3137
Epoch 8196/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.4400e-07 - accuracy: 1.0000 - val_loss: 14.0733 - val_accuracy: 0.3137
Epoch 8197/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.4376e-07 - accuracy: 1.0000 - val_loss: 14.0738 - val_accuracy: 0.3137
Epoch 8198/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.4233e-07 - accuracy: 1.0000 - val_loss: 14.0743 - val_accuracy: 0.3137
Epoch 8199/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.4138e-07 - accuracy: 1.0000 - val_loss: 14.0748 - val_accuracy: 0.3137
Epoch 8200/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.4090e-07 - accuracy: 1.0000 - val_loss: 14.0753 - val_accuracy: 0.3137
Epoch 8201/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.4066e-07 - accuracy: 1.0000 - val_loss: 14.0758 - val_accuracy: 0.3137
Epoch 8202/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.4066e-07 - accuracy: 1.0000 - val_loss: 14.0762 - val_accuracy: 0.3137
Epoch 8203/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.4019e-07 - accuracy: 1.0000 - val_loss: 14.0767 - val_accuracy: 0.3137
Epoch 8204/10000
1/1 [==============================] - 0s 95ms/step - loss: 8.3876e-07 - accuracy: 1.0000 - val_loss: 14.0772 - val_accuracy: 0.3137
Epoch 8205/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.3852e-07 - accuracy: 1.0000 - val_loss: 14.0777 - val_accuracy: 0.3137
Epoch 8206/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.3804e-07 - accuracy: 1.0000 - val_loss: 14.0782 - val_accuracy: 0.3137
Epoch 8207/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.3756e-07 - accuracy: 1.0000 - val_loss: 14.0787 - val_accuracy: 0.3137
Epoch 8208/10000
1/1 [==============================] - 0s 103ms/step - loss: 8.3709e-07 - accuracy: 1.0000 - val_loss: 14.0792 - val_accuracy: 0.3137
Epoch 8209/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.3566e-07 - accuracy: 1.0000 - val_loss: 14.0797 - val_accuracy: 0.3137
Epoch 8210/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.3542e-07 - accuracy: 1.0000 - val_loss: 14.0801 - val_accuracy: 0.3137
Epoch 8211/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.3518e-07 - accuracy: 1.0000 - val_loss: 14.0807 - val_accuracy: 0.3137
Epoch 8212/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.3494e-07 - accuracy: 1.0000 - val_loss: 14.0812 - val_accuracy: 0.3137
Epoch 8213/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.3446e-07 - accuracy: 1.0000 - val_loss: 14.0816 - val_accuracy: 0.3137
Epoch 8214/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.3423e-07 - accuracy: 1.0000 - val_loss: 14.0821 - val_accuracy: 0.3137
Epoch 8215/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.3423e-07 - accuracy: 1.0000 - val_loss: 14.0826 - val_accuracy: 0.3137
Epoch 8216/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.3399e-07 - accuracy: 1.0000 - val_loss: 14.0831 - val_accuracy: 0.3137
Epoch 8217/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.3399e-07 - accuracy: 1.0000 - val_loss: 14.0836 - val_accuracy: 0.3137
Epoch 8218/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.3327e-07 - accuracy: 1.0000 - val_loss: 14.0841 - val_accuracy: 0.3138
Epoch 8219/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.3280e-07 - accuracy: 1.0000 - val_loss: 14.0845 - val_accuracy: 0.3138
Epoch 8220/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.3184e-07 - accuracy: 1.0000 - val_loss: 14.0850 - val_accuracy: 0.3138
Epoch 8221/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.3136e-07 - accuracy: 1.0000 - val_loss: 14.0855 - val_accuracy: 0.3138
Epoch 8222/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.3113e-07 - accuracy: 1.0000 - val_loss: 14.0860 - val_accuracy: 0.3138
Epoch 8223/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.3065e-07 - accuracy: 1.0000 - val_loss: 14.0865 - val_accuracy: 0.3138
Epoch 8224/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.2993e-07 - accuracy: 1.0000 - val_loss: 14.0870 - val_accuracy: 0.3138
Epoch 8225/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2874e-07 - accuracy: 1.0000 - val_loss: 14.0875 - val_accuracy: 0.3138
Epoch 8226/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2850e-07 - accuracy: 1.0000 - val_loss: 14.0879 - val_accuracy: 0.3138
Epoch 8227/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.2779e-07 - accuracy: 1.0000 - val_loss: 14.0884 - val_accuracy: 0.3138
Epoch 8228/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.2731e-07 - accuracy: 1.0000 - val_loss: 14.0889 - val_accuracy: 0.3138
Epoch 8229/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.2636e-07 - accuracy: 1.0000 - val_loss: 14.0894 - val_accuracy: 0.3138
Epoch 8230/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.2564e-07 - accuracy: 1.0000 - val_loss: 14.0899 - val_accuracy: 0.3138
Epoch 8231/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2517e-07 - accuracy: 1.0000 - val_loss: 14.0904 - val_accuracy: 0.3138
Epoch 8232/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2397e-07 - accuracy: 1.0000 - val_loss: 14.0908 - val_accuracy: 0.3138
Epoch 8233/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.2374e-07 - accuracy: 1.0000 - val_loss: 14.0913 - val_accuracy: 0.3138
Epoch 8234/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2374e-07 - accuracy: 1.0000 - val_loss: 14.0918 - val_accuracy: 0.3138
Epoch 8235/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.2326e-07 - accuracy: 1.0000 - val_loss: 14.0923 - val_accuracy: 0.3138
Epoch 8236/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.2302e-07 - accuracy: 1.0000 - val_loss: 14.0928 - val_accuracy: 0.3138
Epoch 8237/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.2254e-07 - accuracy: 1.0000 - val_loss: 14.0933 - val_accuracy: 0.3138
Epoch 8238/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.2183e-07 - accuracy: 1.0000 - val_loss: 14.0937 - val_accuracy: 0.3138
Epoch 8239/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.2135e-07 - accuracy: 1.0000 - val_loss: 14.0942 - val_accuracy: 0.3138
Epoch 8240/10000
1/1 [==============================] - 0s 106ms/step - loss: 8.2135e-07 - accuracy: 1.0000 - val_loss: 14.0947 - val_accuracy: 0.3138
Epoch 8241/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.2087e-07 - accuracy: 1.0000 - val_loss: 14.0952 - val_accuracy: 0.3138
Epoch 8242/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1968e-07 - accuracy: 1.0000 - val_loss: 14.0957 - val_accuracy: 0.3138
Epoch 8243/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.1921e-07 - accuracy: 1.0000 - val_loss: 14.0962 - val_accuracy: 0.3138
Epoch 8244/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.1897e-07 - accuracy: 1.0000 - val_loss: 14.0967 - val_accuracy: 0.3138
Epoch 8245/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1897e-07 - accuracy: 1.0000 - val_loss: 14.0972 - val_accuracy: 0.3138
Epoch 8246/10000
1/1 [==============================] - 0s 109ms/step - loss: 8.1897e-07 - accuracy: 1.0000 - val_loss: 14.0976 - val_accuracy: 0.3138
Epoch 8247/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.1873e-07 - accuracy: 1.0000 - val_loss: 14.0981 - val_accuracy: 0.3138
Epoch 8248/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1825e-07 - accuracy: 1.0000 - val_loss: 14.0986 - val_accuracy: 0.3138
Epoch 8249/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.1801e-07 - accuracy: 1.0000 - val_loss: 14.0991 - val_accuracy: 0.3138
Epoch 8250/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1754e-07 - accuracy: 1.0000 - val_loss: 14.0996 - val_accuracy: 0.3138
Epoch 8251/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1706e-07 - accuracy: 1.0000 - val_loss: 14.1001 - val_accuracy: 0.3138
Epoch 8252/10000
1/1 [==============================] - 0s 88ms/step - loss: 8.1682e-07 - accuracy: 1.0000 - val_loss: 14.1005 - val_accuracy: 0.3138
Epoch 8253/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.1682e-07 - accuracy: 1.0000 - val_loss: 14.1010 - val_accuracy: 0.3138
Epoch 8254/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.1634e-07 - accuracy: 1.0000 - val_loss: 14.1015 - val_accuracy: 0.3138
Epoch 8255/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.1611e-07 - accuracy: 1.0000 - val_loss: 14.1021 - val_accuracy: 0.3139
Epoch 8256/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.1587e-07 - accuracy: 1.0000 - val_loss: 14.1025 - val_accuracy: 0.3138
Epoch 8257/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.1539e-07 - accuracy: 1.0000 - val_loss: 14.1030 - val_accuracy: 0.3138
Epoch 8258/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.1515e-07 - accuracy: 1.0000 - val_loss: 14.1035 - val_accuracy: 0.3138
Epoch 8259/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.1515e-07 - accuracy: 1.0000 - val_loss: 14.1040 - val_accuracy: 0.3138
Epoch 8260/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.1468e-07 - accuracy: 1.0000 - val_loss: 14.1045 - val_accuracy: 0.3139
Epoch 8261/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.1444e-07 - accuracy: 1.0000 - val_loss: 14.1050 - val_accuracy: 0.3139
Epoch 8262/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.1396e-07 - accuracy: 1.0000 - val_loss: 14.1055 - val_accuracy: 0.3139
Epoch 8263/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.1372e-07 - accuracy: 1.0000 - val_loss: 14.1060 - val_accuracy: 0.3139
Epoch 8264/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.1325e-07 - accuracy: 1.0000 - val_loss: 14.1065 - val_accuracy: 0.3140
Epoch 8265/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.1253e-07 - accuracy: 1.0000 - val_loss: 14.1070 - val_accuracy: 0.3140
Epoch 8266/10000
1/1 [==============================] - 0s 95ms/step - loss: 8.1253e-07 - accuracy: 1.0000 - val_loss: 14.1074 - val_accuracy: 0.3140
Epoch 8267/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.1181e-07 - accuracy: 1.0000 - val_loss: 14.1080 - val_accuracy: 0.3140
Epoch 8268/10000
1/1 [==============================] - 0s 94ms/step - loss: 8.1110e-07 - accuracy: 1.0000 - val_loss: 14.1085 - val_accuracy: 0.3140
Epoch 8269/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.1110e-07 - accuracy: 1.0000 - val_loss: 14.1090 - val_accuracy: 0.3140
Epoch 8270/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.1062e-07 - accuracy: 1.0000 - val_loss: 14.1095 - val_accuracy: 0.3140
Epoch 8271/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.0991e-07 - accuracy: 1.0000 - val_loss: 14.1100 - val_accuracy: 0.3140
Epoch 8272/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.0943e-07 - accuracy: 1.0000 - val_loss: 14.1105 - val_accuracy: 0.3140
Epoch 8273/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.0919e-07 - accuracy: 1.0000 - val_loss: 14.1110 - val_accuracy: 0.3140
Epoch 8274/10000
1/1 [==============================] - 0s 98ms/step - loss: 8.0895e-07 - accuracy: 1.0000 - val_loss: 14.1115 - val_accuracy: 0.3140
Epoch 8275/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.0848e-07 - accuracy: 1.0000 - val_loss: 14.1119 - val_accuracy: 0.3140
Epoch 8276/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.0800e-07 - accuracy: 1.0000 - val_loss: 14.1124 - val_accuracy: 0.3140
Epoch 8277/10000
1/1 [==============================] - 0s 89ms/step - loss: 8.0752e-07 - accuracy: 1.0000 - val_loss: 14.1129 - val_accuracy: 0.3139
Epoch 8278/10000
1/1 [==============================] - 0s 95ms/step - loss: 8.0681e-07 - accuracy: 1.0000 - val_loss: 14.1134 - val_accuracy: 0.3139
Epoch 8279/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.0657e-07 - accuracy: 1.0000 - val_loss: 14.1140 - val_accuracy: 0.3140
Epoch 8280/10000
1/1 [==============================] - 0s 90ms/step - loss: 8.0585e-07 - accuracy: 1.0000 - val_loss: 14.1145 - val_accuracy: 0.3139
Epoch 8281/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.0585e-07 - accuracy: 1.0000 - val_loss: 14.1150 - val_accuracy: 0.3139
Epoch 8282/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.0585e-07 - accuracy: 1.0000 - val_loss: 14.1155 - val_accuracy: 0.3140
Epoch 8283/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.0490e-07 - accuracy: 1.0000 - val_loss: 14.1159 - val_accuracy: 0.3139
Epoch 8284/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.0395e-07 - accuracy: 1.0000 - val_loss: 14.1165 - val_accuracy: 0.3139
Epoch 8285/10000
1/1 [==============================] - 0s 87ms/step - loss: 8.0323e-07 - accuracy: 1.0000 - val_loss: 14.1170 - val_accuracy: 0.3139
Epoch 8286/10000
1/1 [==============================] - 0s 103ms/step - loss: 8.0275e-07 - accuracy: 1.0000 - val_loss: 14.1175 - val_accuracy: 0.3139
Epoch 8287/10000
1/1 [==============================] - 0s 93ms/step - loss: 8.0252e-07 - accuracy: 1.0000 - val_loss: 14.1180 - val_accuracy: 0.3139
Epoch 8288/10000
1/1 [==============================] - 0s 91ms/step - loss: 8.0156e-07 - accuracy: 1.0000 - val_loss: 14.1185 - val_accuracy: 0.3139
Epoch 8289/10000
1/1 [==============================] - 0s 92ms/step - loss: 8.0132e-07 - accuracy: 1.0000 - val_loss: 14.1190 - val_accuracy: 0.3139
Epoch 8290/10000
1/1 [==============================] - 0s 85ms/step - loss: 8.0085e-07 - accuracy: 1.0000 - val_loss: 14.1195 - val_accuracy: 0.3139
Epoch 8291/10000
1/1 [==============================] - 0s 86ms/step - loss: 8.0037e-07 - accuracy: 1.0000 - val_loss: 14.1200 - val_accuracy: 0.3139
Epoch 8292/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.9989e-07 - accuracy: 1.0000 - val_loss: 14.1205 - val_accuracy: 0.3139
Epoch 8293/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.9989e-07 - accuracy: 1.0000 - val_loss: 14.1209 - val_accuracy: 0.3140
Epoch 8294/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.9918e-07 - accuracy: 1.0000 - val_loss: 14.1214 - val_accuracy: 0.3140
Epoch 8295/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.9822e-07 - accuracy: 1.0000 - val_loss: 14.1220 - val_accuracy: 0.3140
Epoch 8296/10000
1/1 [==============================] - 0s 84ms/step - loss: 7.9822e-07 - accuracy: 1.0000 - val_loss: 14.1225 - val_accuracy: 0.3140
Epoch 8297/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.9775e-07 - accuracy: 1.0000 - val_loss: 14.1229 - val_accuracy: 0.3139
Epoch 8298/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.9751e-07 - accuracy: 1.0000 - val_loss: 14.1234 - val_accuracy: 0.3139
Epoch 8299/10000
1/1 [==============================] - 0s 98ms/step - loss: 7.9703e-07 - accuracy: 1.0000 - val_loss: 14.1239 - val_accuracy: 0.3140
Epoch 8300/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.9703e-07 - accuracy: 1.0000 - val_loss: 14.1244 - val_accuracy: 0.3140
Epoch 8301/10000
1/1 [==============================] - 0s 97ms/step - loss: 7.9656e-07 - accuracy: 1.0000 - val_loss: 14.1249 - val_accuracy: 0.3140
Epoch 8302/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.9656e-07 - accuracy: 1.0000 - val_loss: 14.1254 - val_accuracy: 0.3140
Epoch 8303/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.9656e-07 - accuracy: 1.0000 - val_loss: 14.1259 - val_accuracy: 0.3140
Epoch 8304/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.9656e-07 - accuracy: 1.0000 - val_loss: 14.1264 - val_accuracy: 0.3140
Epoch 8305/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.9632e-07 - accuracy: 1.0000 - val_loss: 14.1270 - val_accuracy: 0.3140
Epoch 8306/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.9513e-07 - accuracy: 1.0000 - val_loss: 14.1275 - val_accuracy: 0.3140
Epoch 8307/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.9513e-07 - accuracy: 1.0000 - val_loss: 14.1279 - val_accuracy: 0.3140
Epoch 8308/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.9465e-07 - accuracy: 1.0000 - val_loss: 14.1284 - val_accuracy: 0.3140
Epoch 8309/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.9417e-07 - accuracy: 1.0000 - val_loss: 14.1289 - val_accuracy: 0.3140
Epoch 8310/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.9393e-07 - accuracy: 1.0000 - val_loss: 14.1294 - val_accuracy: 0.3140
Epoch 8311/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.9369e-07 - accuracy: 1.0000 - val_loss: 14.1299 - val_accuracy: 0.3140
Epoch 8312/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.9322e-07 - accuracy: 1.0000 - val_loss: 14.1304 - val_accuracy: 0.3140
Epoch 8313/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.9250e-07 - accuracy: 1.0000 - val_loss: 14.1309 - val_accuracy: 0.3140
Epoch 8314/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.9203e-07 - accuracy: 1.0000 - val_loss: 14.1315 - val_accuracy: 0.3140
Epoch 8315/10000
1/1 [==============================] - 0s 101ms/step - loss: 7.9131e-07 - accuracy: 1.0000 - val_loss: 14.1320 - val_accuracy: 0.3140
Epoch 8316/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.9083e-07 - accuracy: 1.0000 - val_loss: 14.1325 - val_accuracy: 0.3140
Epoch 8317/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8964e-07 - accuracy: 1.0000 - val_loss: 14.1329 - val_accuracy: 0.3140
Epoch 8318/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.8869e-07 - accuracy: 1.0000 - val_loss: 14.1334 - val_accuracy: 0.3140
Epoch 8319/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.8821e-07 - accuracy: 1.0000 - val_loss: 14.1340 - val_accuracy: 0.3140
Epoch 8320/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.8821e-07 - accuracy: 1.0000 - val_loss: 14.1345 - val_accuracy: 0.3140
Epoch 8321/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8750e-07 - accuracy: 1.0000 - val_loss: 14.1350 - val_accuracy: 0.3140
Epoch 8322/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.8702e-07 - accuracy: 1.0000 - val_loss: 14.1354 - val_accuracy: 0.3140
Epoch 8323/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8654e-07 - accuracy: 1.0000 - val_loss: 14.1359 - val_accuracy: 0.3140
Epoch 8324/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8654e-07 - accuracy: 1.0000 - val_loss: 14.1365 - val_accuracy: 0.3140
Epoch 8325/10000
1/1 [==============================] - 0s 84ms/step - loss: 7.8630e-07 - accuracy: 1.0000 - val_loss: 14.1370 - val_accuracy: 0.3140
Epoch 8326/10000
1/1 [==============================] - 0s 96ms/step - loss: 7.8559e-07 - accuracy: 1.0000 - val_loss: 14.1374 - val_accuracy: 0.3140
Epoch 8327/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8535e-07 - accuracy: 1.0000 - val_loss: 14.1379 - val_accuracy: 0.3140
Epoch 8328/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.8487e-07 - accuracy: 1.0000 - val_loss: 14.1385 - val_accuracy: 0.3140
Epoch 8329/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.8463e-07 - accuracy: 1.0000 - val_loss: 14.1389 - val_accuracy: 0.3140
Epoch 8330/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.8440e-07 - accuracy: 1.0000 - val_loss: 14.1394 - val_accuracy: 0.3140
Epoch 8331/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.8392e-07 - accuracy: 1.0000 - val_loss: 14.1400 - val_accuracy: 0.3140
Epoch 8332/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.8297e-07 - accuracy: 1.0000 - val_loss: 14.1404 - val_accuracy: 0.3140
Epoch 8333/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.8320e-07 - accuracy: 1.0000 - val_loss: 14.1409 - val_accuracy: 0.3140
Epoch 8334/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.8273e-07 - accuracy: 1.0000 - val_loss: 14.1414 - val_accuracy: 0.3140
Epoch 8335/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.8177e-07 - accuracy: 1.0000 - val_loss: 14.1419 - val_accuracy: 0.3140
Epoch 8336/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.8154e-07 - accuracy: 1.0000 - val_loss: 14.1424 - val_accuracy: 0.3140
Epoch 8337/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.8082e-07 - accuracy: 1.0000 - val_loss: 14.1429 - val_accuracy: 0.3140
Epoch 8338/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.8034e-07 - accuracy: 1.0000 - val_loss: 14.1434 - val_accuracy: 0.3140
Epoch 8339/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.7963e-07 - accuracy: 1.0000 - val_loss: 14.1439 - val_accuracy: 0.3140
Epoch 8340/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.7915e-07 - accuracy: 1.0000 - val_loss: 14.1444 - val_accuracy: 0.3140
Epoch 8341/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.7891e-07 - accuracy: 1.0000 - val_loss: 14.1449 - val_accuracy: 0.3140
Epoch 8342/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.7748e-07 - accuracy: 1.0000 - val_loss: 14.1454 - val_accuracy: 0.3140
Epoch 8343/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.7677e-07 - accuracy: 1.0000 - val_loss: 14.1459 - val_accuracy: 0.3140
Epoch 8344/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.7629e-07 - accuracy: 1.0000 - val_loss: 14.1464 - val_accuracy: 0.3140
Epoch 8345/10000
1/1 [==============================] - 0s 96ms/step - loss: 7.7581e-07 - accuracy: 1.0000 - val_loss: 14.1469 - val_accuracy: 0.3140
Epoch 8346/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.7557e-07 - accuracy: 1.0000 - val_loss: 14.1474 - val_accuracy: 0.3140
Epoch 8347/10000
1/1 [==============================] - 0s 97ms/step - loss: 7.7510e-07 - accuracy: 1.0000 - val_loss: 14.1479 - val_accuracy: 0.3140
Epoch 8348/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.7486e-07 - accuracy: 1.0000 - val_loss: 14.1484 - val_accuracy: 0.3140
Epoch 8349/10000
1/1 [==============================] - 0s 97ms/step - loss: 7.7462e-07 - accuracy: 1.0000 - val_loss: 14.1489 - val_accuracy: 0.3140
Epoch 8350/10000
1/1 [==============================] - 0s 84ms/step - loss: 7.7414e-07 - accuracy: 1.0000 - val_loss: 14.1494 - val_accuracy: 0.3140
Epoch 8351/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.7343e-07 - accuracy: 1.0000 - val_loss: 14.1498 - val_accuracy: 0.3140
Epoch 8352/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.7248e-07 - accuracy: 1.0000 - val_loss: 14.1503 - val_accuracy: 0.3139
Epoch 8353/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.7081e-07 - accuracy: 1.0000 - val_loss: 14.1509 - val_accuracy: 0.3139
Epoch 8354/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.7033e-07 - accuracy: 1.0000 - val_loss: 14.1513 - val_accuracy: 0.3139
Epoch 8355/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6985e-07 - accuracy: 1.0000 - val_loss: 14.1519 - val_accuracy: 0.3139
Epoch 8356/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.6961e-07 - accuracy: 1.0000 - val_loss: 14.1524 - val_accuracy: 0.3139
Epoch 8357/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.6938e-07 - accuracy: 1.0000 - val_loss: 14.1528 - val_accuracy: 0.3139
Epoch 8358/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.6914e-07 - accuracy: 1.0000 - val_loss: 14.1533 - val_accuracy: 0.3139
Epoch 8359/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6866e-07 - accuracy: 1.0000 - val_loss: 14.1538 - val_accuracy: 0.3139
Epoch 8360/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6747e-07 - accuracy: 1.0000 - val_loss: 14.1543 - val_accuracy: 0.3139
Epoch 8361/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.6723e-07 - accuracy: 1.0000 - val_loss: 14.1548 - val_accuracy: 0.3139
Epoch 8362/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.6652e-07 - accuracy: 1.0000 - val_loss: 14.1553 - val_accuracy: 0.3139
Epoch 8363/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.6580e-07 - accuracy: 1.0000 - val_loss: 14.1558 - val_accuracy: 0.3139
Epoch 8364/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6532e-07 - accuracy: 1.0000 - val_loss: 14.1563 - val_accuracy: 0.3139
Epoch 8365/10000
1/1 [==============================] - 0s 97ms/step - loss: 7.6508e-07 - accuracy: 1.0000 - val_loss: 14.1568 - val_accuracy: 0.3139
Epoch 8366/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6461e-07 - accuracy: 1.0000 - val_loss: 14.1573 - val_accuracy: 0.3139
Epoch 8367/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6413e-07 - accuracy: 1.0000 - val_loss: 14.1578 - val_accuracy: 0.3139
Epoch 8368/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.6389e-07 - accuracy: 1.0000 - val_loss: 14.1583 - val_accuracy: 0.3139
Epoch 8369/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.6270e-07 - accuracy: 1.0000 - val_loss: 14.1588 - val_accuracy: 0.3139
Epoch 8370/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.6222e-07 - accuracy: 1.0000 - val_loss: 14.1594 - val_accuracy: 0.3139
Epoch 8371/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.6222e-07 - accuracy: 1.0000 - val_loss: 14.1598 - val_accuracy: 0.3139
Epoch 8372/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.6199e-07 - accuracy: 1.0000 - val_loss: 14.1603 - val_accuracy: 0.3139
Epoch 8373/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.6151e-07 - accuracy: 1.0000 - val_loss: 14.1608 - val_accuracy: 0.3139
Epoch 8374/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.6103e-07 - accuracy: 1.0000 - val_loss: 14.1613 - val_accuracy: 0.3139
Epoch 8375/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.6055e-07 - accuracy: 1.0000 - val_loss: 14.1618 - val_accuracy: 0.3139
Epoch 8376/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.5984e-07 - accuracy: 1.0000 - val_loss: 14.1623 - val_accuracy: 0.3139
Epoch 8377/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.5960e-07 - accuracy: 1.0000 - val_loss: 14.1628 - val_accuracy: 0.3139
Epoch 8378/10000
1/1 [==============================] - 0s 94ms/step - loss: 7.5912e-07 - accuracy: 1.0000 - val_loss: 14.1633 - val_accuracy: 0.3139
Epoch 8379/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.5889e-07 - accuracy: 1.0000 - val_loss: 14.1638 - val_accuracy: 0.3139
Epoch 8380/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.5817e-07 - accuracy: 1.0000 - val_loss: 14.1643 - val_accuracy: 0.3139
Epoch 8381/10000
1/1 [==============================] - 0s 94ms/step - loss: 7.5793e-07 - accuracy: 1.0000 - val_loss: 14.1647 - val_accuracy: 0.3139
Epoch 8382/10000
1/1 [==============================] - 0s 94ms/step - loss: 7.5722e-07 - accuracy: 1.0000 - val_loss: 14.1652 - val_accuracy: 0.3139
Epoch 8383/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.5722e-07 - accuracy: 1.0000 - val_loss: 14.1657 - val_accuracy: 0.3139
Epoch 8384/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.5698e-07 - accuracy: 1.0000 - val_loss: 14.1662 - val_accuracy: 0.3139
Epoch 8385/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.5698e-07 - accuracy: 1.0000 - val_loss: 14.1668 - val_accuracy: 0.3139
Epoch 8386/10000
1/1 [==============================] - 0s 94ms/step - loss: 7.5626e-07 - accuracy: 1.0000 - val_loss: 14.1673 - val_accuracy: 0.3139
Epoch 8387/10000
1/1 [==============================] - 0s 96ms/step - loss: 7.5579e-07 - accuracy: 1.0000 - val_loss: 14.1677 - val_accuracy: 0.3139
Epoch 8388/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.5531e-07 - accuracy: 1.0000 - val_loss: 14.1682 - val_accuracy: 0.3139
Epoch 8389/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.5531e-07 - accuracy: 1.0000 - val_loss: 14.1687 - val_accuracy: 0.3139
Epoch 8390/10000
1/1 [==============================] - 0s 97ms/step - loss: 7.5483e-07 - accuracy: 1.0000 - val_loss: 14.1693 - val_accuracy: 0.3139
Epoch 8391/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.5388e-07 - accuracy: 1.0000 - val_loss: 14.1698 - val_accuracy: 0.3139
Epoch 8392/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.5340e-07 - accuracy: 1.0000 - val_loss: 14.1702 - val_accuracy: 0.3139
Epoch 8393/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.5293e-07 - accuracy: 1.0000 - val_loss: 14.1707 - val_accuracy: 0.3139
Epoch 8394/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.5221e-07 - accuracy: 1.0000 - val_loss: 14.1712 - val_accuracy: 0.3139
Epoch 8395/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.5126e-07 - accuracy: 1.0000 - val_loss: 14.1717 - val_accuracy: 0.3139
Epoch 8396/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.5102e-07 - accuracy: 1.0000 - val_loss: 14.1722 - val_accuracy: 0.3139
Epoch 8397/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.5149e-07 - accuracy: 1.0000 - val_loss: 14.1727 - val_accuracy: 0.3139
Epoch 8398/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.5078e-07 - accuracy: 1.0000 - val_loss: 14.1732 - val_accuracy: 0.3139
Epoch 8399/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.5030e-07 - accuracy: 1.0000 - val_loss: 14.1736 - val_accuracy: 0.3139
Epoch 8400/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.5006e-07 - accuracy: 1.0000 - val_loss: 14.1742 - val_accuracy: 0.3139
Epoch 8401/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.4935e-07 - accuracy: 1.0000 - val_loss: 14.1747 - val_accuracy: 0.3139
Epoch 8402/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.4887e-07 - accuracy: 1.0000 - val_loss: 14.1752 - val_accuracy: 0.3139
Epoch 8403/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.4840e-07 - accuracy: 1.0000 - val_loss: 14.1757 - val_accuracy: 0.3139
Epoch 8404/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.4816e-07 - accuracy: 1.0000 - val_loss: 14.1762 - val_accuracy: 0.3139
Epoch 8405/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.4744e-07 - accuracy: 1.0000 - val_loss: 14.1766 - val_accuracy: 0.3139
Epoch 8406/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.4601e-07 - accuracy: 1.0000 - val_loss: 14.1771 - val_accuracy: 0.3139
Epoch 8407/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.4601e-07 - accuracy: 1.0000 - val_loss: 14.1776 - val_accuracy: 0.3139
Epoch 8408/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.4506e-07 - accuracy: 1.0000 - val_loss: 14.1781 - val_accuracy: 0.3139
Epoch 8409/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.4434e-07 - accuracy: 1.0000 - val_loss: 14.1786 - val_accuracy: 0.3139
Epoch 8410/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.4363e-07 - accuracy: 1.0000 - val_loss: 14.1791 - val_accuracy: 0.3139
Epoch 8411/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.4291e-07 - accuracy: 1.0000 - val_loss: 14.1796 - val_accuracy: 0.3139
Epoch 8412/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.4267e-07 - accuracy: 1.0000 - val_loss: 14.1801 - val_accuracy: 0.3139
Epoch 8413/10000
1/1 [==============================] - 0s 98ms/step - loss: 7.4243e-07 - accuracy: 1.0000 - val_loss: 14.1806 - val_accuracy: 0.3139
Epoch 8414/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.4172e-07 - accuracy: 1.0000 - val_loss: 14.1811 - val_accuracy: 0.3139
Epoch 8415/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.4124e-07 - accuracy: 1.0000 - val_loss: 14.1816 - val_accuracy: 0.3139
Epoch 8416/10000
1/1 [==============================] - 0s 113ms/step - loss: 7.4100e-07 - accuracy: 1.0000 - val_loss: 14.1820 - val_accuracy: 0.3139
Epoch 8417/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.3981e-07 - accuracy: 1.0000 - val_loss: 14.1825 - val_accuracy: 0.3139
Epoch 8418/10000
1/1 [==============================] - 0s 107ms/step - loss: 7.3957e-07 - accuracy: 1.0000 - val_loss: 14.1830 - val_accuracy: 0.3139
Epoch 8419/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.3814e-07 - accuracy: 1.0000 - val_loss: 14.1835 - val_accuracy: 0.3139
Epoch 8420/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.3719e-07 - accuracy: 1.0000 - val_loss: 14.1840 - val_accuracy: 0.3139
Epoch 8421/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.3624e-07 - accuracy: 1.0000 - val_loss: 14.1845 - val_accuracy: 0.3139
Epoch 8422/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.3600e-07 - accuracy: 1.0000 - val_loss: 14.1850 - val_accuracy: 0.3139
Epoch 8423/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.3504e-07 - accuracy: 1.0000 - val_loss: 14.1855 - val_accuracy: 0.3139
Epoch 8424/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.3481e-07 - accuracy: 1.0000 - val_loss: 14.1860 - val_accuracy: 0.3139
Epoch 8425/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.3433e-07 - accuracy: 1.0000 - val_loss: 14.1864 - val_accuracy: 0.3139
Epoch 8426/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.3361e-07 - accuracy: 1.0000 - val_loss: 14.1869 - val_accuracy: 0.3139
Epoch 8427/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.3361e-07 - accuracy: 1.0000 - val_loss: 14.1873 - val_accuracy: 0.3139
Epoch 8428/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.3314e-07 - accuracy: 1.0000 - val_loss: 14.1878 - val_accuracy: 0.3139
Epoch 8429/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.3266e-07 - accuracy: 1.0000 - val_loss: 14.1883 - val_accuracy: 0.3139
Epoch 8430/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.3242e-07 - accuracy: 1.0000 - val_loss: 14.1888 - val_accuracy: 0.3139
Epoch 8431/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.3194e-07 - accuracy: 1.0000 - val_loss: 14.1893 - val_accuracy: 0.3139
Epoch 8432/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.3147e-07 - accuracy: 1.0000 - val_loss: 14.1897 - val_accuracy: 0.3139
Epoch 8433/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.3123e-07 - accuracy: 1.0000 - val_loss: 14.1902 - val_accuracy: 0.3139
Epoch 8434/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.3147e-07 - accuracy: 1.0000 - val_loss: 14.1907 - val_accuracy: 0.3139
Epoch 8435/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.3099e-07 - accuracy: 1.0000 - val_loss: 14.1911 - val_accuracy: 0.3139
Epoch 8436/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.3051e-07 - accuracy: 1.0000 - val_loss: 14.1916 - val_accuracy: 0.3139
Epoch 8437/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.3028e-07 - accuracy: 1.0000 - val_loss: 14.1921 - val_accuracy: 0.3139
Epoch 8438/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.3028e-07 - accuracy: 1.0000 - val_loss: 14.1926 - val_accuracy: 0.3139
Epoch 8439/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.2980e-07 - accuracy: 1.0000 - val_loss: 14.1931 - val_accuracy: 0.3139
Epoch 8440/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.2980e-07 - accuracy: 1.0000 - val_loss: 14.1936 - val_accuracy: 0.3139
Epoch 8441/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.2932e-07 - accuracy: 1.0000 - val_loss: 14.1940 - val_accuracy: 0.3139
Epoch 8442/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.2908e-07 - accuracy: 1.0000 - val_loss: 14.1944 - val_accuracy: 0.3139
Epoch 8443/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.2885e-07 - accuracy: 1.0000 - val_loss: 14.1949 - val_accuracy: 0.3139
Epoch 8444/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.2861e-07 - accuracy: 1.0000 - val_loss: 14.1954 - val_accuracy: 0.3139
Epoch 8445/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.2813e-07 - accuracy: 1.0000 - val_loss: 14.1959 - val_accuracy: 0.3139
Epoch 8446/10000
1/1 [==============================] - 0s 103ms/step - loss: 7.2789e-07 - accuracy: 1.0000 - val_loss: 14.1964 - val_accuracy: 0.3139
Epoch 8447/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.2765e-07 - accuracy: 1.0000 - val_loss: 14.1969 - val_accuracy: 0.3139
Epoch 8448/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.2694e-07 - accuracy: 1.0000 - val_loss: 14.1974 - val_accuracy: 0.3139
Epoch 8449/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.2622e-07 - accuracy: 1.0000 - val_loss: 14.1978 - val_accuracy: 0.3139
Epoch 8450/10000
1/1 [==============================] - 0s 100ms/step - loss: 7.2551e-07 - accuracy: 1.0000 - val_loss: 14.1983 - val_accuracy: 0.3139
Epoch 8451/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.2503e-07 - accuracy: 1.0000 - val_loss: 14.1988 - val_accuracy: 0.3139
Epoch 8452/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.2431e-07 - accuracy: 1.0000 - val_loss: 14.1992 - val_accuracy: 0.3139
Epoch 8453/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.2384e-07 - accuracy: 1.0000 - val_loss: 14.1997 - val_accuracy: 0.3139
Epoch 8454/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.2336e-07 - accuracy: 1.0000 - val_loss: 14.2002 - val_accuracy: 0.3139
Epoch 8455/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.2360e-07 - accuracy: 1.0000 - val_loss: 14.2007 - val_accuracy: 0.3139
Epoch 8456/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.2312e-07 - accuracy: 1.0000 - val_loss: 14.2012 - val_accuracy: 0.3139
Epoch 8457/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.2265e-07 - accuracy: 1.0000 - val_loss: 14.2017 - val_accuracy: 0.3139
Epoch 8458/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.2217e-07 - accuracy: 1.0000 - val_loss: 14.2021 - val_accuracy: 0.3139
Epoch 8459/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.2193e-07 - accuracy: 1.0000 - val_loss: 14.2026 - val_accuracy: 0.3139
Epoch 8460/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.2193e-07 - accuracy: 1.0000 - val_loss: 14.2031 - val_accuracy: 0.3139
Epoch 8461/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.2098e-07 - accuracy: 1.0000 - val_loss: 14.2036 - val_accuracy: 0.3139
Epoch 8462/10000
1/1 [==============================] - 0s 89ms/step - loss: 7.2026e-07 - accuracy: 1.0000 - val_loss: 14.2041 - val_accuracy: 0.3139
Epoch 8463/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.1955e-07 - accuracy: 1.0000 - val_loss: 14.2046 - val_accuracy: 0.3139
Epoch 8464/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.1955e-07 - accuracy: 1.0000 - val_loss: 14.2050 - val_accuracy: 0.3139
Epoch 8465/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.1907e-07 - accuracy: 1.0000 - val_loss: 14.2055 - val_accuracy: 0.3139
Epoch 8466/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.1812e-07 - accuracy: 1.0000 - val_loss: 14.2060 - val_accuracy: 0.3139
Epoch 8467/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.1764e-07 - accuracy: 1.0000 - val_loss: 14.2065 - val_accuracy: 0.3139
Epoch 8468/10000
1/1 [==============================] - 0s 84ms/step - loss: 7.1764e-07 - accuracy: 1.0000 - val_loss: 14.2070 - val_accuracy: 0.3139
Epoch 8469/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.1740e-07 - accuracy: 1.0000 - val_loss: 14.2075 - val_accuracy: 0.3139
Epoch 8470/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.1740e-07 - accuracy: 1.0000 - val_loss: 14.2079 - val_accuracy: 0.3139
Epoch 8471/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.1716e-07 - accuracy: 1.0000 - val_loss: 14.2084 - val_accuracy: 0.3139
Epoch 8472/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.1692e-07 - accuracy: 1.0000 - val_loss: 14.2089 - val_accuracy: 0.3139
Epoch 8473/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.1692e-07 - accuracy: 1.0000 - val_loss: 14.2094 - val_accuracy: 0.3139
Epoch 8474/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.1597e-07 - accuracy: 1.0000 - val_loss: 14.2099 - val_accuracy: 0.3139
Epoch 8475/10000
1/1 [==============================] - 0s 96ms/step - loss: 7.1573e-07 - accuracy: 1.0000 - val_loss: 14.2104 - val_accuracy: 0.3139
Epoch 8476/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.1526e-07 - accuracy: 1.0000 - val_loss: 14.2108 - val_accuracy: 0.3139
Epoch 8477/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.1478e-07 - accuracy: 1.0000 - val_loss: 14.2113 - val_accuracy: 0.3139
Epoch 8478/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.1359e-07 - accuracy: 1.0000 - val_loss: 14.2118 - val_accuracy: 0.3139
Epoch 8479/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.1287e-07 - accuracy: 1.0000 - val_loss: 14.2123 - val_accuracy: 0.3139
Epoch 8480/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.1263e-07 - accuracy: 1.0000 - val_loss: 14.2128 - val_accuracy: 0.3139
Epoch 8481/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.1263e-07 - accuracy: 1.0000 - val_loss: 14.2133 - val_accuracy: 0.3139
Epoch 8482/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.1239e-07 - accuracy: 1.0000 - val_loss: 14.2138 - val_accuracy: 0.3139
Epoch 8483/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.1192e-07 - accuracy: 1.0000 - val_loss: 14.2142 - val_accuracy: 0.3139
Epoch 8484/10000
1/1 [==============================] - 0s 90ms/step - loss: 7.1144e-07 - accuracy: 1.0000 - val_loss: 14.2147 - val_accuracy: 0.3139
Epoch 8485/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.1096e-07 - accuracy: 1.0000 - val_loss: 14.2152 - val_accuracy: 0.3139
Epoch 8486/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.1073e-07 - accuracy: 1.0000 - val_loss: 14.2157 - val_accuracy: 0.3139
Epoch 8487/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.1049e-07 - accuracy: 1.0000 - val_loss: 14.2162 - val_accuracy: 0.3139
Epoch 8488/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.1049e-07 - accuracy: 1.0000 - val_loss: 14.2167 - val_accuracy: 0.3139
Epoch 8489/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.1025e-07 - accuracy: 1.0000 - val_loss: 14.2171 - val_accuracy: 0.3139
Epoch 8490/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.0977e-07 - accuracy: 1.0000 - val_loss: 14.2176 - val_accuracy: 0.3139
Epoch 8491/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.0953e-07 - accuracy: 1.0000 - val_loss: 14.2181 - val_accuracy: 0.3139
Epoch 8492/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.0953e-07 - accuracy: 1.0000 - val_loss: 14.2186 - val_accuracy: 0.3139
Epoch 8493/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.0906e-07 - accuracy: 1.0000 - val_loss: 14.2191 - val_accuracy: 0.3139
Epoch 8494/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.0906e-07 - accuracy: 1.0000 - val_loss: 14.2196 - val_accuracy: 0.3139
Epoch 8495/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.0882e-07 - accuracy: 1.0000 - val_loss: 14.2200 - val_accuracy: 0.3139
Epoch 8496/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.0834e-07 - accuracy: 1.0000 - val_loss: 14.2205 - val_accuracy: 0.3139
Epoch 8497/10000
1/1 [==============================] - 0s 91ms/step - loss: 7.0763e-07 - accuracy: 1.0000 - val_loss: 14.2210 - val_accuracy: 0.3139
Epoch 8498/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.0715e-07 - accuracy: 1.0000 - val_loss: 14.2215 - val_accuracy: 0.3139
Epoch 8499/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.0667e-07 - accuracy: 1.0000 - val_loss: 14.2220 - val_accuracy: 0.3139
Epoch 8500/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.0596e-07 - accuracy: 1.0000 - val_loss: 14.2225 - val_accuracy: 0.3139
Epoch 8501/10000
1/1 [==============================] - 0s 86ms/step - loss: 7.0524e-07 - accuracy: 1.0000 - val_loss: 14.2230 - val_accuracy: 0.3139
Epoch 8502/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.0357e-07 - accuracy: 1.0000 - val_loss: 14.2235 - val_accuracy: 0.3139
Epoch 8503/10000
1/1 [==============================] - 0s 87ms/step - loss: 7.0381e-07 - accuracy: 1.0000 - val_loss: 14.2240 - val_accuracy: 0.3139
Epoch 8504/10000
1/1 [==============================] - 0s 99ms/step - loss: 7.0310e-07 - accuracy: 1.0000 - val_loss: 14.2244 - val_accuracy: 0.3139
Epoch 8505/10000
1/1 [==============================] - 0s 93ms/step - loss: 7.0286e-07 - accuracy: 1.0000 - val_loss: 14.2249 - val_accuracy: 0.3139
Epoch 8506/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.0190e-07 - accuracy: 1.0000 - val_loss: 14.2254 - val_accuracy: 0.3139
Epoch 8507/10000
1/1 [==============================] - 0s 103ms/step - loss: 7.0167e-07 - accuracy: 1.0000 - val_loss: 14.2259 - val_accuracy: 0.3139
Epoch 8508/10000
1/1 [==============================] - 0s 85ms/step - loss: 7.0143e-07 - accuracy: 1.0000 - val_loss: 14.2264 - val_accuracy: 0.3139
Epoch 8509/10000
1/1 [==============================] - 0s 92ms/step - loss: 7.0143e-07 - accuracy: 1.0000 - val_loss: 14.2268 - val_accuracy: 0.3139
Epoch 8510/10000
1/1 [==============================] - 0s 88ms/step - loss: 7.0143e-07 - accuracy: 1.0000 - val_loss: 14.2273 - val_accuracy: 0.3139
Epoch 8511/10000
1/1 [==============================] - 0s 98ms/step - loss: 7.0143e-07 - accuracy: 1.0000 - val_loss: 14.2278 - val_accuracy: 0.3139
Epoch 8512/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.0119e-07 - accuracy: 1.0000 - val_loss: 14.2283 - val_accuracy: 0.3139
Epoch 8513/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.0047e-07 - accuracy: 1.0000 - val_loss: 14.2288 - val_accuracy: 0.3139
Epoch 8514/10000
1/1 [==============================] - 0s 95ms/step - loss: 7.0000e-07 - accuracy: 1.0000 - val_loss: 14.2293 - val_accuracy: 0.3140
Epoch 8515/10000
1/1 [==============================] - 0s 98ms/step - loss: 6.9928e-07 - accuracy: 1.0000 - val_loss: 14.2297 - val_accuracy: 0.3140
Epoch 8516/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.9880e-07 - accuracy: 1.0000 - val_loss: 14.2302 - val_accuracy: 0.3140
Epoch 8517/10000
1/1 [==============================] - 0s 102ms/step - loss: 6.9833e-07 - accuracy: 1.0000 - val_loss: 14.2307 - val_accuracy: 0.3140
Epoch 8518/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.9737e-07 - accuracy: 1.0000 - val_loss: 14.2312 - val_accuracy: 0.3140
Epoch 8519/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.9690e-07 - accuracy: 1.0000 - val_loss: 14.2317 - val_accuracy: 0.3140
Epoch 8520/10000
1/1 [==============================] - 0s 100ms/step - loss: 6.9642e-07 - accuracy: 1.0000 - val_loss: 14.2322 - val_accuracy: 0.3140
Epoch 8521/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.9618e-07 - accuracy: 1.0000 - val_loss: 14.2326 - val_accuracy: 0.3140
Epoch 8522/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.9547e-07 - accuracy: 1.0000 - val_loss: 14.2331 - val_accuracy: 0.3140
Epoch 8523/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.9523e-07 - accuracy: 1.0000 - val_loss: 14.2336 - val_accuracy: 0.3140
Epoch 8524/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.9499e-07 - accuracy: 1.0000 - val_loss: 14.2341 - val_accuracy: 0.3140
Epoch 8525/10000
1/1 [==============================] - 0s 100ms/step - loss: 6.9451e-07 - accuracy: 1.0000 - val_loss: 14.2346 - val_accuracy: 0.3140
Epoch 8526/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.9404e-07 - accuracy: 1.0000 - val_loss: 14.2350 - val_accuracy: 0.3140
Epoch 8527/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.9332e-07 - accuracy: 1.0000 - val_loss: 14.2355 - val_accuracy: 0.3140
Epoch 8528/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.9284e-07 - accuracy: 1.0000 - val_loss: 14.2360 - val_accuracy: 0.3140
Epoch 8529/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.9261e-07 - accuracy: 1.0000 - val_loss: 14.2365 - val_accuracy: 0.3140
Epoch 8530/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.9237e-07 - accuracy: 1.0000 - val_loss: 14.2370 - val_accuracy: 0.3140
Epoch 8531/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.9213e-07 - accuracy: 1.0000 - val_loss: 14.2375 - val_accuracy: 0.3140
Epoch 8532/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.9117e-07 - accuracy: 1.0000 - val_loss: 14.2379 - val_accuracy: 0.3140
Epoch 8533/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.9046e-07 - accuracy: 1.0000 - val_loss: 14.2384 - val_accuracy: 0.3140
Epoch 8534/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.9022e-07 - accuracy: 1.0000 - val_loss: 14.2389 - val_accuracy: 0.3140
Epoch 8535/10000
1/1 [==============================] - 0s 96ms/step - loss: 6.8974e-07 - accuracy: 1.0000 - val_loss: 14.2394 - val_accuracy: 0.3140
Epoch 8536/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.8927e-07 - accuracy: 1.0000 - val_loss: 14.2399 - val_accuracy: 0.3140
Epoch 8537/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.8903e-07 - accuracy: 1.0000 - val_loss: 14.2404 - val_accuracy: 0.3140
Epoch 8538/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.8879e-07 - accuracy: 1.0000 - val_loss: 14.2408 - val_accuracy: 0.3140
Epoch 8539/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.8831e-07 - accuracy: 1.0000 - val_loss: 14.2413 - val_accuracy: 0.3140
Epoch 8540/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.8808e-07 - accuracy: 1.0000 - val_loss: 14.2418 - val_accuracy: 0.3140
Epoch 8541/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.8736e-07 - accuracy: 1.0000 - val_loss: 14.2423 - val_accuracy: 0.3139
Epoch 8542/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.8641e-07 - accuracy: 1.0000 - val_loss: 14.2428 - val_accuracy: 0.3139
Epoch 8543/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.8665e-07 - accuracy: 1.0000 - val_loss: 14.2432 - val_accuracy: 0.3139
Epoch 8544/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.8617e-07 - accuracy: 1.0000 - val_loss: 14.2437 - val_accuracy: 0.3139
Epoch 8545/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.8593e-07 - accuracy: 1.0000 - val_loss: 14.2442 - val_accuracy: 0.3139
Epoch 8546/10000
1/1 [==============================] - 0s 104ms/step - loss: 6.8617e-07 - accuracy: 1.0000 - val_loss: 14.2447 - val_accuracy: 0.3139
Epoch 8547/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.8569e-07 - accuracy: 1.0000 - val_loss: 14.2452 - val_accuracy: 0.3139
Epoch 8548/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.8498e-07 - accuracy: 1.0000 - val_loss: 14.2456 - val_accuracy: 0.3139
Epoch 8549/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.8474e-07 - accuracy: 1.0000 - val_loss: 14.2461 - val_accuracy: 0.3139
Epoch 8550/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.8474e-07 - accuracy: 1.0000 - val_loss: 14.2465 - val_accuracy: 0.3139
Epoch 8551/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.8450e-07 - accuracy: 1.0000 - val_loss: 14.2471 - val_accuracy: 0.3139
Epoch 8552/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.8426e-07 - accuracy: 1.0000 - val_loss: 14.2476 - val_accuracy: 0.3138
Epoch 8553/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.8450e-07 - accuracy: 1.0000 - val_loss: 14.2480 - val_accuracy: 0.3139
Epoch 8554/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.8331e-07 - accuracy: 1.0000 - val_loss: 14.2485 - val_accuracy: 0.3139
Epoch 8555/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.8283e-07 - accuracy: 1.0000 - val_loss: 14.2490 - val_accuracy: 0.3139
Epoch 8556/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.8259e-07 - accuracy: 1.0000 - val_loss: 14.2495 - val_accuracy: 0.3138
Epoch 8557/10000
1/1 [==============================] - 0s 99ms/step - loss: 6.8212e-07 - accuracy: 1.0000 - val_loss: 14.2500 - val_accuracy: 0.3138
Epoch 8558/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.8212e-07 - accuracy: 1.0000 - val_loss: 14.2504 - val_accuracy: 0.3138
Epoch 8559/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.8188e-07 - accuracy: 1.0000 - val_loss: 14.2509 - val_accuracy: 0.3138
Epoch 8560/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.8188e-07 - accuracy: 1.0000 - val_loss: 14.2514 - val_accuracy: 0.3138
Epoch 8561/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.8188e-07 - accuracy: 1.0000 - val_loss: 14.2519 - val_accuracy: 0.3138
Epoch 8562/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.8116e-07 - accuracy: 1.0000 - val_loss: 14.2524 - val_accuracy: 0.3138
Epoch 8563/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.8116e-07 - accuracy: 1.0000 - val_loss: 14.2529 - val_accuracy: 0.3138
Epoch 8564/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.8092e-07 - accuracy: 1.0000 - val_loss: 14.2534 - val_accuracy: 0.3138
Epoch 8565/10000
1/1 [==============================] - 0s 102ms/step - loss: 6.8021e-07 - accuracy: 1.0000 - val_loss: 14.2538 - val_accuracy: 0.3138
Epoch 8566/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.8021e-07 - accuracy: 1.0000 - val_loss: 14.2543 - val_accuracy: 0.3138
Epoch 8567/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7973e-07 - accuracy: 1.0000 - val_loss: 14.2548 - val_accuracy: 0.3138
Epoch 8568/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.7973e-07 - accuracy: 1.0000 - val_loss: 14.2553 - val_accuracy: 0.3138
Epoch 8569/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.7973e-07 - accuracy: 1.0000 - val_loss: 14.2558 - val_accuracy: 0.3138
Epoch 8570/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7973e-07 - accuracy: 1.0000 - val_loss: 14.2563 - val_accuracy: 0.3138
Epoch 8571/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.7949e-07 - accuracy: 1.0000 - val_loss: 14.2567 - val_accuracy: 0.3138
Epoch 8572/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7902e-07 - accuracy: 1.0000 - val_loss: 14.2572 - val_accuracy: 0.3138
Epoch 8573/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.7902e-07 - accuracy: 1.0000 - val_loss: 14.2577 - val_accuracy: 0.3138
Epoch 8574/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7854e-07 - accuracy: 1.0000 - val_loss: 14.2582 - val_accuracy: 0.3138
Epoch 8575/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7782e-07 - accuracy: 1.0000 - val_loss: 14.2587 - val_accuracy: 0.3138
Epoch 8576/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.7759e-07 - accuracy: 1.0000 - val_loss: 14.2592 - val_accuracy: 0.3138
Epoch 8577/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.7735e-07 - accuracy: 1.0000 - val_loss: 14.2597 - val_accuracy: 0.3138
Epoch 8578/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.7639e-07 - accuracy: 1.0000 - val_loss: 14.2601 - val_accuracy: 0.3138
Epoch 8579/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.7592e-07 - accuracy: 1.0000 - val_loss: 14.2606 - val_accuracy: 0.3138
Epoch 8580/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.7568e-07 - accuracy: 1.0000 - val_loss: 14.2611 - val_accuracy: 0.3138
Epoch 8581/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.7520e-07 - accuracy: 1.0000 - val_loss: 14.2616 - val_accuracy: 0.3138
Epoch 8582/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.7472e-07 - accuracy: 1.0000 - val_loss: 14.2621 - val_accuracy: 0.3138
Epoch 8583/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.7353e-07 - accuracy: 1.0000 - val_loss: 14.2626 - val_accuracy: 0.3138
Epoch 8584/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.7306e-07 - accuracy: 1.0000 - val_loss: 14.2631 - val_accuracy: 0.3138
Epoch 8585/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.7306e-07 - accuracy: 1.0000 - val_loss: 14.2636 - val_accuracy: 0.3138
Epoch 8586/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.7258e-07 - accuracy: 1.0000 - val_loss: 14.2640 - val_accuracy: 0.3138
Epoch 8587/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.7258e-07 - accuracy: 1.0000 - val_loss: 14.2645 - val_accuracy: 0.3138
Epoch 8588/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.7186e-07 - accuracy: 1.0000 - val_loss: 14.2650 - val_accuracy: 0.3138
Epoch 8589/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.7091e-07 - accuracy: 1.0000 - val_loss: 14.2655 - val_accuracy: 0.3138
Epoch 8590/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.7043e-07 - accuracy: 1.0000 - val_loss: 14.2660 - val_accuracy: 0.3138
Epoch 8591/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.6972e-07 - accuracy: 1.0000 - val_loss: 14.2665 - val_accuracy: 0.3138
Epoch 8592/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.6924e-07 - accuracy: 1.0000 - val_loss: 14.2670 - val_accuracy: 0.3138
Epoch 8593/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.6853e-07 - accuracy: 1.0000 - val_loss: 14.2675 - val_accuracy: 0.3138
Epoch 8594/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.6757e-07 - accuracy: 1.0000 - val_loss: 14.2679 - val_accuracy: 0.3138
Epoch 8595/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.6781e-07 - accuracy: 1.0000 - val_loss: 14.2684 - val_accuracy: 0.3138
Epoch 8596/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.6733e-07 - accuracy: 1.0000 - val_loss: 14.2689 - val_accuracy: 0.3138
Epoch 8597/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.6709e-07 - accuracy: 1.0000 - val_loss: 14.2694 - val_accuracy: 0.3138
Epoch 8598/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.6638e-07 - accuracy: 1.0000 - val_loss: 14.2699 - val_accuracy: 0.3138
Epoch 8599/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.6638e-07 - accuracy: 1.0000 - val_loss: 14.2704 - val_accuracy: 0.3138
Epoch 8600/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.6614e-07 - accuracy: 1.0000 - val_loss: 14.2709 - val_accuracy: 0.3138
Epoch 8601/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.6566e-07 - accuracy: 1.0000 - val_loss: 14.2713 - val_accuracy: 0.3138
Epoch 8602/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.6566e-07 - accuracy: 1.0000 - val_loss: 14.2718 - val_accuracy: 0.3138
Epoch 8603/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.6543e-07 - accuracy: 1.0000 - val_loss: 14.2723 - val_accuracy: 0.3138
Epoch 8604/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.6471e-07 - accuracy: 1.0000 - val_loss: 14.2728 - val_accuracy: 0.3138
Epoch 8605/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.6447e-07 - accuracy: 1.0000 - val_loss: 14.2733 - val_accuracy: 0.3138
Epoch 8606/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.6423e-07 - accuracy: 1.0000 - val_loss: 14.2737 - val_accuracy: 0.3138
Epoch 8607/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.6400e-07 - accuracy: 1.0000 - val_loss: 14.2742 - val_accuracy: 0.3138
Epoch 8608/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.6352e-07 - accuracy: 1.0000 - val_loss: 14.2747 - val_accuracy: 0.3138
Epoch 8609/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.6256e-07 - accuracy: 1.0000 - val_loss: 14.2752 - val_accuracy: 0.3138
Epoch 8610/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.6209e-07 - accuracy: 1.0000 - val_loss: 14.2756 - val_accuracy: 0.3138
Epoch 8611/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.6185e-07 - accuracy: 1.0000 - val_loss: 14.2761 - val_accuracy: 0.3138
Epoch 8612/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.6137e-07 - accuracy: 1.0000 - val_loss: 14.2766 - val_accuracy: 0.3138
Epoch 8613/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.6113e-07 - accuracy: 1.0000 - val_loss: 14.2771 - val_accuracy: 0.3138
Epoch 8614/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.6137e-07 - accuracy: 1.0000 - val_loss: 14.2775 - val_accuracy: 0.3138
Epoch 8615/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.6066e-07 - accuracy: 1.0000 - val_loss: 14.2780 - val_accuracy: 0.3138
Epoch 8616/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.6042e-07 - accuracy: 1.0000 - val_loss: 14.2785 - val_accuracy: 0.3138
Epoch 8617/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.6042e-07 - accuracy: 1.0000 - val_loss: 14.2790 - val_accuracy: 0.3138
Epoch 8618/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.6042e-07 - accuracy: 1.0000 - val_loss: 14.2795 - val_accuracy: 0.3138
Epoch 8619/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.6018e-07 - accuracy: 1.0000 - val_loss: 14.2800 - val_accuracy: 0.3138
Epoch 8620/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.5947e-07 - accuracy: 1.0000 - val_loss: 14.2805 - val_accuracy: 0.3138
Epoch 8621/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.5899e-07 - accuracy: 1.0000 - val_loss: 14.2809 - val_accuracy: 0.3138
Epoch 8622/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.5827e-07 - accuracy: 1.0000 - val_loss: 14.2814 - val_accuracy: 0.3138
Epoch 8623/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.5827e-07 - accuracy: 1.0000 - val_loss: 14.2819 - val_accuracy: 0.3138
Epoch 8624/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.5780e-07 - accuracy: 1.0000 - val_loss: 14.2824 - val_accuracy: 0.3138
Epoch 8625/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.5780e-07 - accuracy: 1.0000 - val_loss: 14.2828 - val_accuracy: 0.3138
Epoch 8626/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.5732e-07 - accuracy: 1.0000 - val_loss: 14.2833 - val_accuracy: 0.3138
Epoch 8627/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.5708e-07 - accuracy: 1.0000 - val_loss: 14.2838 - val_accuracy: 0.3138
Epoch 8628/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.5684e-07 - accuracy: 1.0000 - val_loss: 14.2843 - val_accuracy: 0.3138
Epoch 8629/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.5660e-07 - accuracy: 1.0000 - val_loss: 14.2847 - val_accuracy: 0.3138
Epoch 8630/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.5637e-07 - accuracy: 1.0000 - val_loss: 14.2852 - val_accuracy: 0.3138
Epoch 8631/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.5565e-07 - accuracy: 1.0000 - val_loss: 14.2857 - val_accuracy: 0.3138
Epoch 8632/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.5541e-07 - accuracy: 1.0000 - val_loss: 14.2862 - val_accuracy: 0.3138
Epoch 8633/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.5494e-07 - accuracy: 1.0000 - val_loss: 14.2866 - val_accuracy: 0.3138
Epoch 8634/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.5374e-07 - accuracy: 1.0000 - val_loss: 14.2871 - val_accuracy: 0.3138
Epoch 8635/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.5374e-07 - accuracy: 1.0000 - val_loss: 14.2876 - val_accuracy: 0.3138
Epoch 8636/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.5350e-07 - accuracy: 1.0000 - val_loss: 14.2881 - val_accuracy: 0.3138
Epoch 8637/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.5327e-07 - accuracy: 1.0000 - val_loss: 14.2886 - val_accuracy: 0.3138
Epoch 8638/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.5279e-07 - accuracy: 1.0000 - val_loss: 14.2891 - val_accuracy: 0.3138
Epoch 8639/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.5184e-07 - accuracy: 1.0000 - val_loss: 14.2895 - val_accuracy: 0.3138
Epoch 8640/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.5136e-07 - accuracy: 1.0000 - val_loss: 14.2900 - val_accuracy: 0.3138
Epoch 8641/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.5088e-07 - accuracy: 1.0000 - val_loss: 14.2905 - val_accuracy: 0.3138
Epoch 8642/10000
1/1 [==============================] - 0s 97ms/step - loss: 6.5064e-07 - accuracy: 1.0000 - val_loss: 14.2909 - val_accuracy: 0.3138
Epoch 8643/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.4945e-07 - accuracy: 1.0000 - val_loss: 14.2914 - val_accuracy: 0.3138
Epoch 8644/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.4921e-07 - accuracy: 1.0000 - val_loss: 14.2919 - val_accuracy: 0.3138
Epoch 8645/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.4897e-07 - accuracy: 1.0000 - val_loss: 14.2924 - val_accuracy: 0.3138
Epoch 8646/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.4874e-07 - accuracy: 1.0000 - val_loss: 14.2928 - val_accuracy: 0.3138
Epoch 8647/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.4802e-07 - accuracy: 1.0000 - val_loss: 14.2933 - val_accuracy: 0.3138
Epoch 8648/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.4778e-07 - accuracy: 1.0000 - val_loss: 14.2938 - val_accuracy: 0.3138
Epoch 8649/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.4731e-07 - accuracy: 1.0000 - val_loss: 14.2943 - val_accuracy: 0.3138
Epoch 8650/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.4611e-07 - accuracy: 1.0000 - val_loss: 14.2948 - val_accuracy: 0.3138
Epoch 8651/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.4588e-07 - accuracy: 1.0000 - val_loss: 14.2952 - val_accuracy: 0.3138
Epoch 8652/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.4588e-07 - accuracy: 1.0000 - val_loss: 14.2957 - val_accuracy: 0.3138
Epoch 8653/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.4588e-07 - accuracy: 1.0000 - val_loss: 14.2962 - val_accuracy: 0.3138
Epoch 8654/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.4540e-07 - accuracy: 1.0000 - val_loss: 14.2967 - val_accuracy: 0.3138
Epoch 8655/10000
1/1 [==============================] - 0s 102ms/step - loss: 6.4492e-07 - accuracy: 1.0000 - val_loss: 14.2972 - val_accuracy: 0.3138
Epoch 8656/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.4468e-07 - accuracy: 1.0000 - val_loss: 14.2977 - val_accuracy: 0.3138
Epoch 8657/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.4445e-07 - accuracy: 1.0000 - val_loss: 14.2982 - val_accuracy: 0.3138
Epoch 8658/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.4421e-07 - accuracy: 1.0000 - val_loss: 14.2986 - val_accuracy: 0.3138
Epoch 8659/10000
1/1 [==============================] - 0s 98ms/step - loss: 6.4349e-07 - accuracy: 1.0000 - val_loss: 14.2991 - val_accuracy: 0.3138
Epoch 8660/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.4301e-07 - accuracy: 1.0000 - val_loss: 14.2996 - val_accuracy: 0.3138
Epoch 8661/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.4278e-07 - accuracy: 1.0000 - val_loss: 14.3001 - val_accuracy: 0.3138
Epoch 8662/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.4278e-07 - accuracy: 1.0000 - val_loss: 14.3005 - val_accuracy: 0.3138
Epoch 8663/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.4182e-07 - accuracy: 1.0000 - val_loss: 14.3010 - val_accuracy: 0.3138
Epoch 8664/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.4063e-07 - accuracy: 1.0000 - val_loss: 14.3015 - val_accuracy: 0.3138
Epoch 8665/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.4063e-07 - accuracy: 1.0000 - val_loss: 14.3020 - val_accuracy: 0.3138
Epoch 8666/10000
1/1 [==============================] - 0s 104ms/step - loss: 6.3992e-07 - accuracy: 1.0000 - val_loss: 14.3025 - val_accuracy: 0.3138
Epoch 8667/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.3968e-07 - accuracy: 1.0000 - val_loss: 14.3030 - val_accuracy: 0.3138
Epoch 8668/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.3920e-07 - accuracy: 1.0000 - val_loss: 14.3034 - val_accuracy: 0.3138
Epoch 8669/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.3872e-07 - accuracy: 1.0000 - val_loss: 14.3039 - val_accuracy: 0.3138
Epoch 8670/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.3801e-07 - accuracy: 1.0000 - val_loss: 14.3044 - val_accuracy: 0.3138
Epoch 8671/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.3801e-07 - accuracy: 1.0000 - val_loss: 14.3049 - val_accuracy: 0.3138
Epoch 8672/10000
1/1 [==============================] - 0s 99ms/step - loss: 6.3729e-07 - accuracy: 1.0000 - val_loss: 14.3054 - val_accuracy: 0.3138
Epoch 8673/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.3658e-07 - accuracy: 1.0000 - val_loss: 14.3059 - val_accuracy: 0.3138
Epoch 8674/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.3586e-07 - accuracy: 1.0000 - val_loss: 14.3063 - val_accuracy: 0.3138
Epoch 8675/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.3586e-07 - accuracy: 1.0000 - val_loss: 14.3068 - val_accuracy: 0.3138
Epoch 8676/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.3586e-07 - accuracy: 1.0000 - val_loss: 14.3073 - val_accuracy: 0.3138
Epoch 8677/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.3539e-07 - accuracy: 1.0000 - val_loss: 14.3079 - val_accuracy: 0.3138
Epoch 8678/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.3539e-07 - accuracy: 1.0000 - val_loss: 14.3083 - val_accuracy: 0.3138
Epoch 8679/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.3443e-07 - accuracy: 1.0000 - val_loss: 14.3088 - val_accuracy: 0.3138
Epoch 8680/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.3419e-07 - accuracy: 1.0000 - val_loss: 14.3093 - val_accuracy: 0.3138
Epoch 8681/10000
1/1 [==============================] - 0s 99ms/step - loss: 6.3348e-07 - accuracy: 1.0000 - val_loss: 14.3098 - val_accuracy: 0.3138
Epoch 8682/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.3324e-07 - accuracy: 1.0000 - val_loss: 14.3103 - val_accuracy: 0.3138
Epoch 8683/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.3300e-07 - accuracy: 1.0000 - val_loss: 14.3108 - val_accuracy: 0.3138
Epoch 8684/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.3252e-07 - accuracy: 1.0000 - val_loss: 14.3112 - val_accuracy: 0.3138
Epoch 8685/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.3205e-07 - accuracy: 1.0000 - val_loss: 14.3118 - val_accuracy: 0.3138
Epoch 8686/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.3181e-07 - accuracy: 1.0000 - val_loss: 14.3123 - val_accuracy: 0.3138
Epoch 8687/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.3133e-07 - accuracy: 1.0000 - val_loss: 14.3127 - val_accuracy: 0.3138
Epoch 8688/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.3133e-07 - accuracy: 1.0000 - val_loss: 14.3132 - val_accuracy: 0.3137
Epoch 8689/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.3086e-07 - accuracy: 1.0000 - val_loss: 14.3137 - val_accuracy: 0.3137
Epoch 8690/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.2966e-07 - accuracy: 1.0000 - val_loss: 14.3142 - val_accuracy: 0.3137
Epoch 8691/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.2942e-07 - accuracy: 1.0000 - val_loss: 14.3147 - val_accuracy: 0.3137
Epoch 8692/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2942e-07 - accuracy: 1.0000 - val_loss: 14.3152 - val_accuracy: 0.3137
Epoch 8693/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.2871e-07 - accuracy: 1.0000 - val_loss: 14.3157 - val_accuracy: 0.3137
Epoch 8694/10000
1/1 [==============================] - 0s 98ms/step - loss: 6.2799e-07 - accuracy: 1.0000 - val_loss: 14.3162 - val_accuracy: 0.3137
Epoch 8695/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.2799e-07 - accuracy: 1.0000 - val_loss: 14.3167 - val_accuracy: 0.3137
Epoch 8696/10000
1/1 [==============================] - 0s 96ms/step - loss: 6.2799e-07 - accuracy: 1.0000 - val_loss: 14.3172 - val_accuracy: 0.3137
Epoch 8697/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2776e-07 - accuracy: 1.0000 - val_loss: 14.3177 - val_accuracy: 0.3137
Epoch 8698/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.2680e-07 - accuracy: 1.0000 - val_loss: 14.3182 - val_accuracy: 0.3136
Epoch 8699/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.2656e-07 - accuracy: 1.0000 - val_loss: 14.3186 - val_accuracy: 0.3136
Epoch 8700/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.2656e-07 - accuracy: 1.0000 - val_loss: 14.3191 - val_accuracy: 0.3136
Epoch 8701/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2633e-07 - accuracy: 1.0000 - val_loss: 14.3196 - val_accuracy: 0.3136
Epoch 8702/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.2609e-07 - accuracy: 1.0000 - val_loss: 14.3201 - val_accuracy: 0.3136
Epoch 8703/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.2633e-07 - accuracy: 1.0000 - val_loss: 14.3206 - val_accuracy: 0.3136
Epoch 8704/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.2633e-07 - accuracy: 1.0000 - val_loss: 14.3211 - val_accuracy: 0.3136
Epoch 8705/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2585e-07 - accuracy: 1.0000 - val_loss: 14.3215 - val_accuracy: 0.3137
Epoch 8706/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.2537e-07 - accuracy: 1.0000 - val_loss: 14.3220 - val_accuracy: 0.3137
Epoch 8707/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2489e-07 - accuracy: 1.0000 - val_loss: 14.3225 - val_accuracy: 0.3136
Epoch 8708/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.2466e-07 - accuracy: 1.0000 - val_loss: 14.3230 - val_accuracy: 0.3136
Epoch 8709/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.2442e-07 - accuracy: 1.0000 - val_loss: 14.3236 - val_accuracy: 0.3136
Epoch 8710/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2394e-07 - accuracy: 1.0000 - val_loss: 14.3241 - val_accuracy: 0.3136
Epoch 8711/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.2394e-07 - accuracy: 1.0000 - val_loss: 14.3245 - val_accuracy: 0.3136
Epoch 8712/10000
1/1 [==============================] - 0s 95ms/step - loss: 6.2394e-07 - accuracy: 1.0000 - val_loss: 14.3249 - val_accuracy: 0.3136
Epoch 8713/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.2346e-07 - accuracy: 1.0000 - val_loss: 14.3254 - val_accuracy: 0.3136
Epoch 8714/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.2251e-07 - accuracy: 1.0000 - val_loss: 14.3259 - val_accuracy: 0.3137
Epoch 8715/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.2203e-07 - accuracy: 1.0000 - val_loss: 14.3264 - val_accuracy: 0.3137
Epoch 8716/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.2180e-07 - accuracy: 1.0000 - val_loss: 14.3269 - val_accuracy: 0.3136
Epoch 8717/10000
1/1 [==============================] - 0s 93ms/step - loss: 6.2132e-07 - accuracy: 1.0000 - val_loss: 14.3274 - val_accuracy: 0.3136
Epoch 8718/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.2108e-07 - accuracy: 1.0000 - val_loss: 14.3279 - val_accuracy: 0.3136
Epoch 8719/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.2108e-07 - accuracy: 1.0000 - val_loss: 14.3284 - val_accuracy: 0.3136
Epoch 8720/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.2060e-07 - accuracy: 1.0000 - val_loss: 14.3288 - val_accuracy: 0.3136
Epoch 8721/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.2036e-07 - accuracy: 1.0000 - val_loss: 14.3293 - val_accuracy: 0.3136
Epoch 8722/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.2013e-07 - accuracy: 1.0000 - val_loss: 14.3299 - val_accuracy: 0.3136
Epoch 8723/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.1965e-07 - accuracy: 1.0000 - val_loss: 14.3304 - val_accuracy: 0.3136
Epoch 8724/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.1965e-07 - accuracy: 1.0000 - val_loss: 14.3309 - val_accuracy: 0.3136
Epoch 8725/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.1917e-07 - accuracy: 1.0000 - val_loss: 14.3314 - val_accuracy: 0.3136
Epoch 8726/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.1870e-07 - accuracy: 1.0000 - val_loss: 14.3318 - val_accuracy: 0.3136
Epoch 8727/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.1870e-07 - accuracy: 1.0000 - val_loss: 14.3323 - val_accuracy: 0.3136
Epoch 8728/10000
1/1 [==============================] - 0s 98ms/step - loss: 6.1846e-07 - accuracy: 1.0000 - val_loss: 14.3328 - val_accuracy: 0.3136
Epoch 8729/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.1822e-07 - accuracy: 1.0000 - val_loss: 14.3333 - val_accuracy: 0.3136
Epoch 8730/10000
1/1 [==============================] - 0s 96ms/step - loss: 6.1822e-07 - accuracy: 1.0000 - val_loss: 14.3338 - val_accuracy: 0.3136
Epoch 8731/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.1774e-07 - accuracy: 1.0000 - val_loss: 14.3342 - val_accuracy: 0.3136
Epoch 8732/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.1655e-07 - accuracy: 1.0000 - val_loss: 14.3347 - val_accuracy: 0.3136
Epoch 8733/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.1655e-07 - accuracy: 1.0000 - val_loss: 14.3352 - val_accuracy: 0.3136
Epoch 8734/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.1607e-07 - accuracy: 1.0000 - val_loss: 14.3357 - val_accuracy: 0.3136
Epoch 8735/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.1512e-07 - accuracy: 1.0000 - val_loss: 14.3363 - val_accuracy: 0.3136
Epoch 8736/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.1488e-07 - accuracy: 1.0000 - val_loss: 14.3367 - val_accuracy: 0.3136
Epoch 8737/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.1440e-07 - accuracy: 1.0000 - val_loss: 14.3372 - val_accuracy: 0.3136
Epoch 8738/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.1440e-07 - accuracy: 1.0000 - val_loss: 14.3377 - val_accuracy: 0.3136
Epoch 8739/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.1417e-07 - accuracy: 1.0000 - val_loss: 14.3382 - val_accuracy: 0.3136
Epoch 8740/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.1369e-07 - accuracy: 1.0000 - val_loss: 14.3387 - val_accuracy: 0.3136
Epoch 8741/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.1345e-07 - accuracy: 1.0000 - val_loss: 14.3391 - val_accuracy: 0.3136
Epoch 8742/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.1345e-07 - accuracy: 1.0000 - val_loss: 14.3396 - val_accuracy: 0.3136
Epoch 8743/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.1274e-07 - accuracy: 1.0000 - val_loss: 14.3401 - val_accuracy: 0.3136
Epoch 8744/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.1178e-07 - accuracy: 1.0000 - val_loss: 14.3406 - val_accuracy: 0.3136
Epoch 8745/10000
1/1 [==============================] - 0s 96ms/step - loss: 6.1083e-07 - accuracy: 1.0000 - val_loss: 14.3411 - val_accuracy: 0.3136
Epoch 8746/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.1059e-07 - accuracy: 1.0000 - val_loss: 14.3416 - val_accuracy: 0.3136
Epoch 8747/10000
1/1 [==============================] - 0s 90ms/step - loss: 6.1059e-07 - accuracy: 1.0000 - val_loss: 14.3421 - val_accuracy: 0.3136
Epoch 8748/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.1035e-07 - accuracy: 1.0000 - val_loss: 14.3426 - val_accuracy: 0.3136
Epoch 8749/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.1035e-07 - accuracy: 1.0000 - val_loss: 14.3430 - val_accuracy: 0.3136
Epoch 8750/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.0987e-07 - accuracy: 1.0000 - val_loss: 14.3436 - val_accuracy: 0.3136
Epoch 8751/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.0892e-07 - accuracy: 1.0000 - val_loss: 14.3441 - val_accuracy: 0.3136
Epoch 8752/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.0821e-07 - accuracy: 1.0000 - val_loss: 14.3446 - val_accuracy: 0.3136
Epoch 8753/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.0821e-07 - accuracy: 1.0000 - val_loss: 14.3450 - val_accuracy: 0.3136
Epoch 8754/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.0749e-07 - accuracy: 1.0000 - val_loss: 14.3455 - val_accuracy: 0.3136
Epoch 8755/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.0749e-07 - accuracy: 1.0000 - val_loss: 14.3460 - val_accuracy: 0.3136
Epoch 8756/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.0701e-07 - accuracy: 1.0000 - val_loss: 14.3465 - val_accuracy: 0.3136
Epoch 8757/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.0677e-07 - accuracy: 1.0000 - val_loss: 14.3470 - val_accuracy: 0.3136
Epoch 8758/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.0654e-07 - accuracy: 1.0000 - val_loss: 14.3475 - val_accuracy: 0.3136
Epoch 8759/10000
1/1 [==============================] - 0s 94ms/step - loss: 6.0630e-07 - accuracy: 1.0000 - val_loss: 14.3480 - val_accuracy: 0.3136
Epoch 8760/10000
1/1 [==============================] - 0s 98ms/step - loss: 6.0606e-07 - accuracy: 1.0000 - val_loss: 14.3484 - val_accuracy: 0.3136
Epoch 8761/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.0606e-07 - accuracy: 1.0000 - val_loss: 14.3489 - val_accuracy: 0.3136
Epoch 8762/10000
1/1 [==============================] - 0s 91ms/step - loss: 6.0606e-07 - accuracy: 1.0000 - val_loss: 14.3494 - val_accuracy: 0.3136
Epoch 8763/10000
1/1 [==============================] - 0s 89ms/step - loss: 6.0558e-07 - accuracy: 1.0000 - val_loss: 14.3499 - val_accuracy: 0.3136
Epoch 8764/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.0487e-07 - accuracy: 1.0000 - val_loss: 14.3504 - val_accuracy: 0.3136
Epoch 8765/10000
1/1 [==============================] - 0s 97ms/step - loss: 6.0439e-07 - accuracy: 1.0000 - val_loss: 14.3509 - val_accuracy: 0.3136
Epoch 8766/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.0439e-07 - accuracy: 1.0000 - val_loss: 14.3514 - val_accuracy: 0.3136
Epoch 8767/10000
1/1 [==============================] - 0s 88ms/step - loss: 6.0391e-07 - accuracy: 1.0000 - val_loss: 14.3519 - val_accuracy: 0.3136
Epoch 8768/10000
1/1 [==============================] - 0s 86ms/step - loss: 6.0344e-07 - accuracy: 1.0000 - val_loss: 14.3523 - val_accuracy: 0.3136
Epoch 8769/10000
1/1 [==============================] - 0s 101ms/step - loss: 6.0320e-07 - accuracy: 1.0000 - val_loss: 14.3528 - val_accuracy: 0.3136
Epoch 8770/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.0272e-07 - accuracy: 1.0000 - val_loss: 14.3533 - val_accuracy: 0.3136
Epoch 8771/10000
1/1 [==============================] - 0s 85ms/step - loss: 6.0129e-07 - accuracy: 1.0000 - val_loss: 14.3538 - val_accuracy: 0.3136
Epoch 8772/10000
1/1 [==============================] - 0s 87ms/step - loss: 6.0058e-07 - accuracy: 1.0000 - val_loss: 14.3543 - val_accuracy: 0.3136
Epoch 8773/10000
1/1 [==============================] - 0s 92ms/step - loss: 6.0010e-07 - accuracy: 1.0000 - val_loss: 14.3548 - val_accuracy: 0.3136
Epoch 8774/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.9986e-07 - accuracy: 1.0000 - val_loss: 14.3552 - val_accuracy: 0.3136
Epoch 8775/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.9867e-07 - accuracy: 1.0000 - val_loss: 14.3557 - val_accuracy: 0.3136
Epoch 8776/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.9867e-07 - accuracy: 1.0000 - val_loss: 14.3562 - val_accuracy: 0.3136
Epoch 8777/10000
1/1 [==============================] - 0s 96ms/step - loss: 5.9819e-07 - accuracy: 1.0000 - val_loss: 14.3567 - val_accuracy: 0.3136
Epoch 8778/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.9771e-07 - accuracy: 1.0000 - val_loss: 14.3571 - val_accuracy: 0.3136
Epoch 8779/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9771e-07 - accuracy: 1.0000 - val_loss: 14.3576 - val_accuracy: 0.3136
Epoch 8780/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.9748e-07 - accuracy: 1.0000 - val_loss: 14.3581 - val_accuracy: 0.3136
Epoch 8781/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.9724e-07 - accuracy: 1.0000 - val_loss: 14.3586 - val_accuracy: 0.3136
Epoch 8782/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.9724e-07 - accuracy: 1.0000 - val_loss: 14.3590 - val_accuracy: 0.3136
Epoch 8783/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9700e-07 - accuracy: 1.0000 - val_loss: 14.3595 - val_accuracy: 0.3136
Epoch 8784/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9628e-07 - accuracy: 1.0000 - val_loss: 14.3600 - val_accuracy: 0.3136
Epoch 8785/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9628e-07 - accuracy: 1.0000 - val_loss: 14.3605 - val_accuracy: 0.3136
Epoch 8786/10000
1/1 [==============================] - 0s 98ms/step - loss: 5.9581e-07 - accuracy: 1.0000 - val_loss: 14.3610 - val_accuracy: 0.3136
Epoch 8787/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.9533e-07 - accuracy: 1.0000 - val_loss: 14.3614 - val_accuracy: 0.3136
Epoch 8788/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.9509e-07 - accuracy: 1.0000 - val_loss: 14.3619 - val_accuracy: 0.3136
Epoch 8789/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.9485e-07 - accuracy: 1.0000 - val_loss: 14.3624 - val_accuracy: 0.3136
Epoch 8790/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.9485e-07 - accuracy: 1.0000 - val_loss: 14.3629 - val_accuracy: 0.3137
Epoch 8791/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.9438e-07 - accuracy: 1.0000 - val_loss: 14.3634 - val_accuracy: 0.3137
Epoch 8792/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9438e-07 - accuracy: 1.0000 - val_loss: 14.3639 - val_accuracy: 0.3137
Epoch 8793/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.9366e-07 - accuracy: 1.0000 - val_loss: 14.3643 - val_accuracy: 0.3137
Epoch 8794/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.9342e-07 - accuracy: 1.0000 - val_loss: 14.3648 - val_accuracy: 0.3137
Epoch 8795/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.9223e-07 - accuracy: 1.0000 - val_loss: 14.3653 - val_accuracy: 0.3137
Epoch 8796/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.9175e-07 - accuracy: 1.0000 - val_loss: 14.3657 - val_accuracy: 0.3137
Epoch 8797/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.9080e-07 - accuracy: 1.0000 - val_loss: 14.3662 - val_accuracy: 0.3137
Epoch 8798/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.9080e-07 - accuracy: 1.0000 - val_loss: 14.3667 - val_accuracy: 0.3137
Epoch 8799/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.8961e-07 - accuracy: 1.0000 - val_loss: 14.3672 - val_accuracy: 0.3137
Epoch 8800/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.8913e-07 - accuracy: 1.0000 - val_loss: 14.3677 - val_accuracy: 0.3137
Epoch 8801/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.8889e-07 - accuracy: 1.0000 - val_loss: 14.3682 - val_accuracy: 0.3137
Epoch 8802/10000
1/1 [==============================] - 0s 106ms/step - loss: 5.8889e-07 - accuracy: 1.0000 - val_loss: 14.3686 - val_accuracy: 0.3137
Epoch 8803/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.8818e-07 - accuracy: 1.0000 - val_loss: 14.3691 - val_accuracy: 0.3137
Epoch 8804/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8794e-07 - accuracy: 1.0000 - val_loss: 14.3696 - val_accuracy: 0.3137
Epoch 8805/10000
1/1 [==============================] - 0s 97ms/step - loss: 5.8770e-07 - accuracy: 1.0000 - val_loss: 14.3701 - val_accuracy: 0.3137
Epoch 8806/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.8746e-07 - accuracy: 1.0000 - val_loss: 14.3706 - val_accuracy: 0.3137
Epoch 8807/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8722e-07 - accuracy: 1.0000 - val_loss: 14.3710 - val_accuracy: 0.3137
Epoch 8808/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8722e-07 - accuracy: 1.0000 - val_loss: 14.3715 - val_accuracy: 0.3137
Epoch 8809/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8722e-07 - accuracy: 1.0000 - val_loss: 14.3720 - val_accuracy: 0.3137
Epoch 8810/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.8651e-07 - accuracy: 1.0000 - val_loss: 14.3725 - val_accuracy: 0.3137
Epoch 8811/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.8627e-07 - accuracy: 1.0000 - val_loss: 14.3730 - val_accuracy: 0.3137
Epoch 8812/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.8627e-07 - accuracy: 1.0000 - val_loss: 14.3735 - val_accuracy: 0.3137
Epoch 8813/10000
1/1 [==============================] - 0s 97ms/step - loss: 5.8579e-07 - accuracy: 1.0000 - val_loss: 14.3740 - val_accuracy: 0.3137
Epoch 8814/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.8532e-07 - accuracy: 1.0000 - val_loss: 14.3745 - val_accuracy: 0.3137
Epoch 8815/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.8460e-07 - accuracy: 1.0000 - val_loss: 14.3749 - val_accuracy: 0.3137
Epoch 8816/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.8436e-07 - accuracy: 1.0000 - val_loss: 14.3754 - val_accuracy: 0.3136
Epoch 8817/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8413e-07 - accuracy: 1.0000 - val_loss: 14.3759 - val_accuracy: 0.3136
Epoch 8818/10000
1/1 [==============================] - 0s 96ms/step - loss: 5.8413e-07 - accuracy: 1.0000 - val_loss: 14.3764 - val_accuracy: 0.3136
Epoch 8819/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.8389e-07 - accuracy: 1.0000 - val_loss: 14.3769 - val_accuracy: 0.3136
Epoch 8820/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.8365e-07 - accuracy: 1.0000 - val_loss: 14.3774 - val_accuracy: 0.3136
Epoch 8821/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.8365e-07 - accuracy: 1.0000 - val_loss: 14.3778 - val_accuracy: 0.3136
Epoch 8822/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.8317e-07 - accuracy: 1.0000 - val_loss: 14.3783 - val_accuracy: 0.3136
Epoch 8823/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.8269e-07 - accuracy: 1.0000 - val_loss: 14.3788 - val_accuracy: 0.3136
Epoch 8824/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8246e-07 - accuracy: 1.0000 - val_loss: 14.3793 - val_accuracy: 0.3136
Epoch 8825/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.8198e-07 - accuracy: 1.0000 - val_loss: 14.3798 - val_accuracy: 0.3136
Epoch 8826/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.8198e-07 - accuracy: 1.0000 - val_loss: 14.3802 - val_accuracy: 0.3136
Epoch 8827/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.8150e-07 - accuracy: 1.0000 - val_loss: 14.3807 - val_accuracy: 0.3136
Epoch 8828/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.8126e-07 - accuracy: 1.0000 - val_loss: 14.3813 - val_accuracy: 0.3136
Epoch 8829/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8126e-07 - accuracy: 1.0000 - val_loss: 14.3818 - val_accuracy: 0.3136
Epoch 8830/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.8079e-07 - accuracy: 1.0000 - val_loss: 14.3822 - val_accuracy: 0.3136
Epoch 8831/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.8031e-07 - accuracy: 1.0000 - val_loss: 14.3827 - val_accuracy: 0.3136
Epoch 8832/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.8031e-07 - accuracy: 1.0000 - val_loss: 14.3832 - val_accuracy: 0.3136
Epoch 8833/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.8031e-07 - accuracy: 1.0000 - val_loss: 14.3837 - val_accuracy: 0.3136
Epoch 8834/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.8031e-07 - accuracy: 1.0000 - val_loss: 14.3841 - val_accuracy: 0.3136
Epoch 8835/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.8007e-07 - accuracy: 1.0000 - val_loss: 14.3846 - val_accuracy: 0.3136
Epoch 8836/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.8007e-07 - accuracy: 1.0000 - val_loss: 14.3852 - val_accuracy: 0.3136
Epoch 8837/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7983e-07 - accuracy: 1.0000 - val_loss: 14.3857 - val_accuracy: 0.3136
Epoch 8838/10000
1/1 [==============================] - 0s 98ms/step - loss: 5.7888e-07 - accuracy: 1.0000 - val_loss: 14.3862 - val_accuracy: 0.3136
Epoch 8839/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7864e-07 - accuracy: 1.0000 - val_loss: 14.3867 - val_accuracy: 0.3136
Epoch 8840/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.7816e-07 - accuracy: 1.0000 - val_loss: 14.3871 - val_accuracy: 0.3136
Epoch 8841/10000
1/1 [==============================] - 0s 100ms/step - loss: 5.7745e-07 - accuracy: 1.0000 - val_loss: 14.3876 - val_accuracy: 0.3136
Epoch 8842/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.7697e-07 - accuracy: 1.0000 - val_loss: 14.3881 - val_accuracy: 0.3136
Epoch 8843/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.7602e-07 - accuracy: 1.0000 - val_loss: 14.3886 - val_accuracy: 0.3136
Epoch 8844/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7554e-07 - accuracy: 1.0000 - val_loss: 14.3890 - val_accuracy: 0.3136
Epoch 8845/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.7530e-07 - accuracy: 1.0000 - val_loss: 14.3895 - val_accuracy: 0.3136
Epoch 8846/10000
1/1 [==============================] - 0s 97ms/step - loss: 5.7507e-07 - accuracy: 1.0000 - val_loss: 14.3900 - val_accuracy: 0.3136
Epoch 8847/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.7459e-07 - accuracy: 1.0000 - val_loss: 14.3905 - val_accuracy: 0.3136
Epoch 8848/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.7435e-07 - accuracy: 1.0000 - val_loss: 14.3910 - val_accuracy: 0.3136
Epoch 8849/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.7435e-07 - accuracy: 1.0000 - val_loss: 14.3914 - val_accuracy: 0.3136
Epoch 8850/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.7387e-07 - accuracy: 1.0000 - val_loss: 14.3919 - val_accuracy: 0.3136
Epoch 8851/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.7316e-07 - accuracy: 1.0000 - val_loss: 14.3924 - val_accuracy: 0.3136
Epoch 8852/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7292e-07 - accuracy: 1.0000 - val_loss: 14.3928 - val_accuracy: 0.3136
Epoch 8853/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.7268e-07 - accuracy: 1.0000 - val_loss: 14.3933 - val_accuracy: 0.3136
Epoch 8854/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.7244e-07 - accuracy: 1.0000 - val_loss: 14.3938 - val_accuracy: 0.3136
Epoch 8855/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.7173e-07 - accuracy: 1.0000 - val_loss: 14.3943 - val_accuracy: 0.3136
Epoch 8856/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.7173e-07 - accuracy: 1.0000 - val_loss: 14.3948 - val_accuracy: 0.3136
Epoch 8857/10000
1/1 [==============================] - 0s 98ms/step - loss: 5.7149e-07 - accuracy: 1.0000 - val_loss: 14.3953 - val_accuracy: 0.3136
Epoch 8858/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.7101e-07 - accuracy: 1.0000 - val_loss: 14.3957 - val_accuracy: 0.3136
Epoch 8859/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.7054e-07 - accuracy: 1.0000 - val_loss: 14.3962 - val_accuracy: 0.3136
Epoch 8860/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7054e-07 - accuracy: 1.0000 - val_loss: 14.3967 - val_accuracy: 0.3136
Epoch 8861/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.7030e-07 - accuracy: 1.0000 - val_loss: 14.3972 - val_accuracy: 0.3136
Epoch 8862/10000
1/1 [==============================] - 0s 100ms/step - loss: 5.6982e-07 - accuracy: 1.0000 - val_loss: 14.3977 - val_accuracy: 0.3136
Epoch 8863/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.6934e-07 - accuracy: 1.0000 - val_loss: 14.3981 - val_accuracy: 0.3136
Epoch 8864/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6934e-07 - accuracy: 1.0000 - val_loss: 14.3986 - val_accuracy: 0.3136
Epoch 8865/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6887e-07 - accuracy: 1.0000 - val_loss: 14.3991 - val_accuracy: 0.3136
Epoch 8866/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6863e-07 - accuracy: 1.0000 - val_loss: 14.3996 - val_accuracy: 0.3136
Epoch 8867/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.6863e-07 - accuracy: 1.0000 - val_loss: 14.4001 - val_accuracy: 0.3136
Epoch 8868/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.6839e-07 - accuracy: 1.0000 - val_loss: 14.4005 - val_accuracy: 0.3136
Epoch 8869/10000
1/1 [==============================] - 0s 100ms/step - loss: 5.6815e-07 - accuracy: 1.0000 - val_loss: 14.4010 - val_accuracy: 0.3136
Epoch 8870/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.6791e-07 - accuracy: 1.0000 - val_loss: 14.4015 - val_accuracy: 0.3136
Epoch 8871/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.6767e-07 - accuracy: 1.0000 - val_loss: 14.4020 - val_accuracy: 0.3136
Epoch 8872/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.6744e-07 - accuracy: 1.0000 - val_loss: 14.4025 - val_accuracy: 0.3136
Epoch 8873/10000
1/1 [==============================] - 0s 101ms/step - loss: 5.6744e-07 - accuracy: 1.0000 - val_loss: 14.4029 - val_accuracy: 0.3136
Epoch 8874/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.6672e-07 - accuracy: 1.0000 - val_loss: 14.4034 - val_accuracy: 0.3136
Epoch 8875/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.6648e-07 - accuracy: 1.0000 - val_loss: 14.4039 - val_accuracy: 0.3136
Epoch 8876/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6624e-07 - accuracy: 1.0000 - val_loss: 14.4044 - val_accuracy: 0.3136
Epoch 8877/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.6577e-07 - accuracy: 1.0000 - val_loss: 14.4049 - val_accuracy: 0.3136
Epoch 8878/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6529e-07 - accuracy: 1.0000 - val_loss: 14.4053 - val_accuracy: 0.3136
Epoch 8879/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.6505e-07 - accuracy: 1.0000 - val_loss: 14.4058 - val_accuracy: 0.3136
Epoch 8880/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.6505e-07 - accuracy: 1.0000 - val_loss: 14.4063 - val_accuracy: 0.3136
Epoch 8881/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.6505e-07 - accuracy: 1.0000 - val_loss: 14.4068 - val_accuracy: 0.3136
Epoch 8882/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.6457e-07 - accuracy: 1.0000 - val_loss: 14.4073 - val_accuracy: 0.3136
Epoch 8883/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.6434e-07 - accuracy: 1.0000 - val_loss: 14.4078 - val_accuracy: 0.3136
Epoch 8884/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.6410e-07 - accuracy: 1.0000 - val_loss: 14.4082 - val_accuracy: 0.3136
Epoch 8885/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.6362e-07 - accuracy: 1.0000 - val_loss: 14.4087 - val_accuracy: 0.3136
Epoch 8886/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.6314e-07 - accuracy: 1.0000 - val_loss: 14.4092 - val_accuracy: 0.3136
Epoch 8887/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.6338e-07 - accuracy: 1.0000 - val_loss: 14.4097 - val_accuracy: 0.3136
Epoch 8888/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.6291e-07 - accuracy: 1.0000 - val_loss: 14.4102 - val_accuracy: 0.3136
Epoch 8889/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.6243e-07 - accuracy: 1.0000 - val_loss: 14.4106 - val_accuracy: 0.3136
Epoch 8890/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.6219e-07 - accuracy: 1.0000 - val_loss: 14.4111 - val_accuracy: 0.3136
Epoch 8891/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.6171e-07 - accuracy: 1.0000 - val_loss: 14.4115 - val_accuracy: 0.3136
Epoch 8892/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.6124e-07 - accuracy: 1.0000 - val_loss: 14.4120 - val_accuracy: 0.3136
Epoch 8893/10000
1/1 [==============================] - 0s 99ms/step - loss: 5.6124e-07 - accuracy: 1.0000 - val_loss: 14.4125 - val_accuracy: 0.3136
Epoch 8894/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.6052e-07 - accuracy: 1.0000 - val_loss: 14.4130 - val_accuracy: 0.3136
Epoch 8895/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.6004e-07 - accuracy: 1.0000 - val_loss: 14.4135 - val_accuracy: 0.3136
Epoch 8896/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.5909e-07 - accuracy: 1.0000 - val_loss: 14.4139 - val_accuracy: 0.3136
Epoch 8897/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.5885e-07 - accuracy: 1.0000 - val_loss: 14.4144 - val_accuracy: 0.3136
Epoch 8898/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5838e-07 - accuracy: 1.0000 - val_loss: 14.4150 - val_accuracy: 0.3136
Epoch 8899/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5838e-07 - accuracy: 1.0000 - val_loss: 14.4154 - val_accuracy: 0.3136
Epoch 8900/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5814e-07 - accuracy: 1.0000 - val_loss: 14.4159 - val_accuracy: 0.3136
Epoch 8901/10000
1/1 [==============================] - 0s 96ms/step - loss: 5.5766e-07 - accuracy: 1.0000 - val_loss: 14.4163 - val_accuracy: 0.3136
Epoch 8902/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.5718e-07 - accuracy: 1.0000 - val_loss: 14.4168 - val_accuracy: 0.3136
Epoch 8903/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5718e-07 - accuracy: 1.0000 - val_loss: 14.4173 - val_accuracy: 0.3136
Epoch 8904/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5695e-07 - accuracy: 1.0000 - val_loss: 14.4178 - val_accuracy: 0.3136
Epoch 8905/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5671e-07 - accuracy: 1.0000 - val_loss: 14.4183 - val_accuracy: 0.3136
Epoch 8906/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5623e-07 - accuracy: 1.0000 - val_loss: 14.4188 - val_accuracy: 0.3136
Epoch 8907/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.5623e-07 - accuracy: 1.0000 - val_loss: 14.4193 - val_accuracy: 0.3136
Epoch 8908/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.5575e-07 - accuracy: 1.0000 - val_loss: 14.4198 - val_accuracy: 0.3136
Epoch 8909/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5575e-07 - accuracy: 1.0000 - val_loss: 14.4202 - val_accuracy: 0.3136
Epoch 8910/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5528e-07 - accuracy: 1.0000 - val_loss: 14.4207 - val_accuracy: 0.3136
Epoch 8911/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5528e-07 - accuracy: 1.0000 - val_loss: 14.4212 - val_accuracy: 0.3136
Epoch 8912/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.5528e-07 - accuracy: 1.0000 - val_loss: 14.4216 - val_accuracy: 0.3136
Epoch 8913/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5528e-07 - accuracy: 1.0000 - val_loss: 14.4221 - val_accuracy: 0.3136
Epoch 8914/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5504e-07 - accuracy: 1.0000 - val_loss: 14.4226 - val_accuracy: 0.3136
Epoch 8915/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.5432e-07 - accuracy: 1.0000 - val_loss: 14.4231 - val_accuracy: 0.3136
Epoch 8916/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.5408e-07 - accuracy: 1.0000 - val_loss: 14.4236 - val_accuracy: 0.3136
Epoch 8917/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5361e-07 - accuracy: 1.0000 - val_loss: 14.4241 - val_accuracy: 0.3136
Epoch 8918/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5337e-07 - accuracy: 1.0000 - val_loss: 14.4245 - val_accuracy: 0.3136
Epoch 8919/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5289e-07 - accuracy: 1.0000 - val_loss: 14.4250 - val_accuracy: 0.3136
Epoch 8920/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.5289e-07 - accuracy: 1.0000 - val_loss: 14.4254 - val_accuracy: 0.3136
Epoch 8921/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5289e-07 - accuracy: 1.0000 - val_loss: 14.4259 - val_accuracy: 0.3136
Epoch 8922/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.5218e-07 - accuracy: 1.0000 - val_loss: 14.4264 - val_accuracy: 0.3136
Epoch 8923/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.5218e-07 - accuracy: 1.0000 - val_loss: 14.4269 - val_accuracy: 0.3136
Epoch 8924/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.5146e-07 - accuracy: 1.0000 - val_loss: 14.4274 - val_accuracy: 0.3136
Epoch 8925/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.5146e-07 - accuracy: 1.0000 - val_loss: 14.4279 - val_accuracy: 0.3135
Epoch 8926/10000
1/1 [==============================] - 0s 84ms/step - loss: 5.5122e-07 - accuracy: 1.0000 - val_loss: 14.4284 - val_accuracy: 0.3135
Epoch 8927/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.5098e-07 - accuracy: 1.0000 - val_loss: 14.4289 - val_accuracy: 0.3135
Epoch 8928/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.5075e-07 - accuracy: 1.0000 - val_loss: 14.4293 - val_accuracy: 0.3135
Epoch 8929/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.5051e-07 - accuracy: 1.0000 - val_loss: 14.4298 - val_accuracy: 0.3135
Epoch 8930/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.5027e-07 - accuracy: 1.0000 - val_loss: 14.4303 - val_accuracy: 0.3135
Epoch 8931/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.4979e-07 - accuracy: 1.0000 - val_loss: 14.4307 - val_accuracy: 0.3135
Epoch 8932/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.4979e-07 - accuracy: 1.0000 - val_loss: 14.4312 - val_accuracy: 0.3136
Epoch 8933/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.4979e-07 - accuracy: 1.0000 - val_loss: 14.4317 - val_accuracy: 0.3136
Epoch 8934/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.4908e-07 - accuracy: 1.0000 - val_loss: 14.4322 - val_accuracy: 0.3136
Epoch 8935/10000
1/1 [==============================] - 0s 96ms/step - loss: 5.4860e-07 - accuracy: 1.0000 - val_loss: 14.4327 - val_accuracy: 0.3136
Epoch 8936/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.4836e-07 - accuracy: 1.0000 - val_loss: 14.4332 - val_accuracy: 0.3136
Epoch 8937/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.4765e-07 - accuracy: 1.0000 - val_loss: 14.4337 - val_accuracy: 0.3136
Epoch 8938/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.4741e-07 - accuracy: 1.0000 - val_loss: 14.4342 - val_accuracy: 0.3136
Epoch 8939/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.4693e-07 - accuracy: 1.0000 - val_loss: 14.4347 - val_accuracy: 0.3136
Epoch 8940/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.4622e-07 - accuracy: 1.0000 - val_loss: 14.4352 - val_accuracy: 0.3136
Epoch 8941/10000
1/1 [==============================] - 0s 97ms/step - loss: 5.4526e-07 - accuracy: 1.0000 - val_loss: 14.4356 - val_accuracy: 0.3136
Epoch 8942/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4526e-07 - accuracy: 1.0000 - val_loss: 14.4361 - val_accuracy: 0.3136
Epoch 8943/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4455e-07 - accuracy: 1.0000 - val_loss: 14.4365 - val_accuracy: 0.3136
Epoch 8944/10000
1/1 [==============================] - 0s 100ms/step - loss: 5.4455e-07 - accuracy: 1.0000 - val_loss: 14.4371 - val_accuracy: 0.3136
Epoch 8945/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4431e-07 - accuracy: 1.0000 - val_loss: 14.4375 - val_accuracy: 0.3136
Epoch 8946/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.4431e-07 - accuracy: 1.0000 - val_loss: 14.4380 - val_accuracy: 0.3136
Epoch 8947/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.4431e-07 - accuracy: 1.0000 - val_loss: 14.4385 - val_accuracy: 0.3136
Epoch 8948/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.4407e-07 - accuracy: 1.0000 - val_loss: 14.4390 - val_accuracy: 0.3136
Epoch 8949/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.4383e-07 - accuracy: 1.0000 - val_loss: 14.4394 - val_accuracy: 0.3136
Epoch 8950/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.4312e-07 - accuracy: 1.0000 - val_loss: 14.4399 - val_accuracy: 0.3136
Epoch 8951/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4288e-07 - accuracy: 1.0000 - val_loss: 14.4404 - val_accuracy: 0.3136
Epoch 8952/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.4264e-07 - accuracy: 1.0000 - val_loss: 14.4409 - val_accuracy: 0.3136
Epoch 8953/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4264e-07 - accuracy: 1.0000 - val_loss: 14.4414 - val_accuracy: 0.3136
Epoch 8954/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.4240e-07 - accuracy: 1.0000 - val_loss: 14.4419 - val_accuracy: 0.3136
Epoch 8955/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.4216e-07 - accuracy: 1.0000 - val_loss: 14.4423 - val_accuracy: 0.3136
Epoch 8956/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.4193e-07 - accuracy: 1.0000 - val_loss: 14.4428 - val_accuracy: 0.3136
Epoch 8957/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.4145e-07 - accuracy: 1.0000 - val_loss: 14.4433 - val_accuracy: 0.3136
Epoch 8958/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.4097e-07 - accuracy: 1.0000 - val_loss: 14.4438 - val_accuracy: 0.3136
Epoch 8959/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.4073e-07 - accuracy: 1.0000 - val_loss: 14.4443 - val_accuracy: 0.3136
Epoch 8960/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.4049e-07 - accuracy: 1.0000 - val_loss: 14.4448 - val_accuracy: 0.3136
Epoch 8961/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.4002e-07 - accuracy: 1.0000 - val_loss: 14.4453 - val_accuracy: 0.3136
Epoch 8962/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.3954e-07 - accuracy: 1.0000 - val_loss: 14.4458 - val_accuracy: 0.3136
Epoch 8963/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.3930e-07 - accuracy: 1.0000 - val_loss: 14.4463 - val_accuracy: 0.3136
Epoch 8964/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.3930e-07 - accuracy: 1.0000 - val_loss: 14.4467 - val_accuracy: 0.3136
Epoch 8965/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.3883e-07 - accuracy: 1.0000 - val_loss: 14.4472 - val_accuracy: 0.3136
Epoch 8966/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.3859e-07 - accuracy: 1.0000 - val_loss: 14.4477 - val_accuracy: 0.3136
Epoch 8967/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3835e-07 - accuracy: 1.0000 - val_loss: 14.4482 - val_accuracy: 0.3136
Epoch 8968/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.3740e-07 - accuracy: 1.0000 - val_loss: 14.4487 - val_accuracy: 0.3136
Epoch 8969/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3692e-07 - accuracy: 1.0000 - val_loss: 14.4491 - val_accuracy: 0.3136
Epoch 8970/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3692e-07 - accuracy: 1.0000 - val_loss: 14.4496 - val_accuracy: 0.3136
Epoch 8971/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.3620e-07 - accuracy: 1.0000 - val_loss: 14.4500 - val_accuracy: 0.3136
Epoch 8972/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3620e-07 - accuracy: 1.0000 - val_loss: 14.4505 - val_accuracy: 0.3136
Epoch 8973/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3620e-07 - accuracy: 1.0000 - val_loss: 14.4510 - val_accuracy: 0.3136
Epoch 8974/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3596e-07 - accuracy: 1.0000 - val_loss: 14.4515 - val_accuracy: 0.3136
Epoch 8975/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.3549e-07 - accuracy: 1.0000 - val_loss: 14.4520 - val_accuracy: 0.3136
Epoch 8976/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3525e-07 - accuracy: 1.0000 - val_loss: 14.4525 - val_accuracy: 0.3136
Epoch 8977/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.3525e-07 - accuracy: 1.0000 - val_loss: 14.4529 - val_accuracy: 0.3136
Epoch 8978/10000
1/1 [==============================] - 0s 84ms/step - loss: 5.3549e-07 - accuracy: 1.0000 - val_loss: 14.4534 - val_accuracy: 0.3136
Epoch 8979/10000
1/1 [==============================] - 0s 84ms/step - loss: 5.3549e-07 - accuracy: 1.0000 - val_loss: 14.4538 - val_accuracy: 0.3136
Epoch 8980/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3525e-07 - accuracy: 1.0000 - val_loss: 14.4543 - val_accuracy: 0.3136
Epoch 8981/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.3525e-07 - accuracy: 1.0000 - val_loss: 14.4548 - val_accuracy: 0.3136
Epoch 8982/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3453e-07 - accuracy: 1.0000 - val_loss: 14.4553 - val_accuracy: 0.3137
Epoch 8983/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3406e-07 - accuracy: 1.0000 - val_loss: 14.4558 - val_accuracy: 0.3137
Epoch 8984/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3358e-07 - accuracy: 1.0000 - val_loss: 14.4562 - val_accuracy: 0.3137
Epoch 8985/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.3287e-07 - accuracy: 1.0000 - val_loss: 14.4567 - val_accuracy: 0.3137
Epoch 8986/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3263e-07 - accuracy: 1.0000 - val_loss: 14.4572 - val_accuracy: 0.3138
Epoch 8987/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.3215e-07 - accuracy: 1.0000 - val_loss: 14.4577 - val_accuracy: 0.3138
Epoch 8988/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.3143e-07 - accuracy: 1.0000 - val_loss: 14.4582 - val_accuracy: 0.3138
Epoch 8989/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.3143e-07 - accuracy: 1.0000 - val_loss: 14.4587 - val_accuracy: 0.3138
Epoch 8990/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.3143e-07 - accuracy: 1.0000 - val_loss: 14.4591 - val_accuracy: 0.3138
Epoch 8991/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.3072e-07 - accuracy: 1.0000 - val_loss: 14.4596 - val_accuracy: 0.3138
Epoch 8992/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3048e-07 - accuracy: 1.0000 - val_loss: 14.4601 - val_accuracy: 0.3138
Epoch 8993/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.3048e-07 - accuracy: 1.0000 - val_loss: 14.4605 - val_accuracy: 0.3138
Epoch 8994/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3048e-07 - accuracy: 1.0000 - val_loss: 14.4610 - val_accuracy: 0.3138
Epoch 8995/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.3024e-07 - accuracy: 1.0000 - val_loss: 14.4615 - val_accuracy: 0.3138
Epoch 8996/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.3024e-07 - accuracy: 1.0000 - val_loss: 14.4620 - val_accuracy: 0.3138
Epoch 8997/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.3024e-07 - accuracy: 1.0000 - val_loss: 14.4625 - val_accuracy: 0.3138
Epoch 8998/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.2977e-07 - accuracy: 1.0000 - val_loss: 14.4629 - val_accuracy: 0.3138
Epoch 8999/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.2905e-07 - accuracy: 1.0000 - val_loss: 14.4634 - val_accuracy: 0.3138
Epoch 9000/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.2881e-07 - accuracy: 1.0000 - val_loss: 14.4639 - val_accuracy: 0.3138
Epoch 9001/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.2881e-07 - accuracy: 1.0000 - val_loss: 14.4644 - val_accuracy: 0.3138
Epoch 9002/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.2810e-07 - accuracy: 1.0000 - val_loss: 14.4649 - val_accuracy: 0.3138
Epoch 9003/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.2762e-07 - accuracy: 1.0000 - val_loss: 14.4653 - val_accuracy: 0.3138
Epoch 9004/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.2762e-07 - accuracy: 1.0000 - val_loss: 14.4658 - val_accuracy: 0.3138
Epoch 9005/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2738e-07 - accuracy: 1.0000 - val_loss: 14.4663 - val_accuracy: 0.3138
Epoch 9006/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.2762e-07 - accuracy: 1.0000 - val_loss: 14.4668 - val_accuracy: 0.3138
Epoch 9007/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.2762e-07 - accuracy: 1.0000 - val_loss: 14.4673 - val_accuracy: 0.3138
Epoch 9008/10000
1/1 [==============================] - 0s 108ms/step - loss: 5.2643e-07 - accuracy: 1.0000 - val_loss: 14.4677 - val_accuracy: 0.3138
Epoch 9009/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.2643e-07 - accuracy: 1.0000 - val_loss: 14.4681 - val_accuracy: 0.3138
Epoch 9010/10000
1/1 [==============================] - 0s 107ms/step - loss: 5.2571e-07 - accuracy: 1.0000 - val_loss: 14.4686 - val_accuracy: 0.3138
Epoch 9011/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2500e-07 - accuracy: 1.0000 - val_loss: 14.4691 - val_accuracy: 0.3137
Epoch 9012/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.2500e-07 - accuracy: 1.0000 - val_loss: 14.4696 - val_accuracy: 0.3137
Epoch 9013/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.2452e-07 - accuracy: 1.0000 - val_loss: 14.4701 - val_accuracy: 0.3138
Epoch 9014/10000
1/1 [==============================] - 0s 98ms/step - loss: 5.2404e-07 - accuracy: 1.0000 - val_loss: 14.4705 - val_accuracy: 0.3138
Epoch 9015/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2404e-07 - accuracy: 1.0000 - val_loss: 14.4710 - val_accuracy: 0.3138
Epoch 9016/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.2381e-07 - accuracy: 1.0000 - val_loss: 14.4715 - val_accuracy: 0.3139
Epoch 9017/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.2357e-07 - accuracy: 1.0000 - val_loss: 14.4720 - val_accuracy: 0.3138
Epoch 9018/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.2309e-07 - accuracy: 1.0000 - val_loss: 14.4724 - val_accuracy: 0.3139
Epoch 9019/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2285e-07 - accuracy: 1.0000 - val_loss: 14.4729 - val_accuracy: 0.3139
Epoch 9020/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.2190e-07 - accuracy: 1.0000 - val_loss: 14.4734 - val_accuracy: 0.3139
Epoch 9021/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2166e-07 - accuracy: 1.0000 - val_loss: 14.4739 - val_accuracy: 0.3139
Epoch 9022/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.2094e-07 - accuracy: 1.0000 - val_loss: 14.4744 - val_accuracy: 0.3139
Epoch 9023/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.2094e-07 - accuracy: 1.0000 - val_loss: 14.4748 - val_accuracy: 0.3139
Epoch 9024/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.2094e-07 - accuracy: 1.0000 - val_loss: 14.4753 - val_accuracy: 0.3139
Epoch 9025/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.2094e-07 - accuracy: 1.0000 - val_loss: 14.4757 - val_accuracy: 0.3139
Epoch 9026/10000
1/1 [==============================] - 0s 94ms/step - loss: 5.2047e-07 - accuracy: 1.0000 - val_loss: 14.4762 - val_accuracy: 0.3139
Epoch 9027/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.2023e-07 - accuracy: 1.0000 - val_loss: 14.4767 - val_accuracy: 0.3139
Epoch 9028/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.2023e-07 - accuracy: 1.0000 - val_loss: 14.4772 - val_accuracy: 0.3139
Epoch 9029/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.2023e-07 - accuracy: 1.0000 - val_loss: 14.4776 - val_accuracy: 0.3139
Epoch 9030/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1975e-07 - accuracy: 1.0000 - val_loss: 14.4781 - val_accuracy: 0.3139
Epoch 9031/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.1904e-07 - accuracy: 1.0000 - val_loss: 14.4786 - val_accuracy: 0.3139
Epoch 9032/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1904e-07 - accuracy: 1.0000 - val_loss: 14.4791 - val_accuracy: 0.3139
Epoch 9033/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.1880e-07 - accuracy: 1.0000 - val_loss: 14.4795 - val_accuracy: 0.3139
Epoch 9034/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1880e-07 - accuracy: 1.0000 - val_loss: 14.4800 - val_accuracy: 0.3139
Epoch 9035/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.1808e-07 - accuracy: 1.0000 - val_loss: 14.4805 - val_accuracy: 0.3139
Epoch 9036/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1808e-07 - accuracy: 1.0000 - val_loss: 14.4810 - val_accuracy: 0.3139
Epoch 9037/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1761e-07 - accuracy: 1.0000 - val_loss: 14.4814 - val_accuracy: 0.3139
Epoch 9038/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1713e-07 - accuracy: 1.0000 - val_loss: 14.4819 - val_accuracy: 0.3139
Epoch 9039/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.1665e-07 - accuracy: 1.0000 - val_loss: 14.4824 - val_accuracy: 0.3139
Epoch 9040/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.1665e-07 - accuracy: 1.0000 - val_loss: 14.4828 - val_accuracy: 0.3139
Epoch 9041/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1641e-07 - accuracy: 1.0000 - val_loss: 14.4833 - val_accuracy: 0.3139
Epoch 9042/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.1594e-07 - accuracy: 1.0000 - val_loss: 14.4838 - val_accuracy: 0.3139
Epoch 9043/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1570e-07 - accuracy: 1.0000 - val_loss: 14.4843 - val_accuracy: 0.3139
Epoch 9044/10000
1/1 [==============================] - 0s 98ms/step - loss: 5.1522e-07 - accuracy: 1.0000 - val_loss: 14.4848 - val_accuracy: 0.3139
Epoch 9045/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1498e-07 - accuracy: 1.0000 - val_loss: 14.4852 - val_accuracy: 0.3139
Epoch 9046/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.1451e-07 - accuracy: 1.0000 - val_loss: 14.4857 - val_accuracy: 0.3139
Epoch 9047/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1403e-07 - accuracy: 1.0000 - val_loss: 14.4862 - val_accuracy: 0.3139
Epoch 9048/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1355e-07 - accuracy: 1.0000 - val_loss: 14.4867 - val_accuracy: 0.3139
Epoch 9049/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.1355e-07 - accuracy: 1.0000 - val_loss: 14.4871 - val_accuracy: 0.3139
Epoch 9050/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.1308e-07 - accuracy: 1.0000 - val_loss: 14.4876 - val_accuracy: 0.3139
Epoch 9051/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1284e-07 - accuracy: 1.0000 - val_loss: 14.4881 - val_accuracy: 0.3139
Epoch 9052/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.1284e-07 - accuracy: 1.0000 - val_loss: 14.4885 - val_accuracy: 0.3139
Epoch 9053/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.1284e-07 - accuracy: 1.0000 - val_loss: 14.4890 - val_accuracy: 0.3139
Epoch 9054/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.1212e-07 - accuracy: 1.0000 - val_loss: 14.4895 - val_accuracy: 0.3139
Epoch 9055/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.1141e-07 - accuracy: 1.0000 - val_loss: 14.4900 - val_accuracy: 0.3139
Epoch 9056/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.1141e-07 - accuracy: 1.0000 - val_loss: 14.4905 - val_accuracy: 0.3139
Epoch 9057/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.1117e-07 - accuracy: 1.0000 - val_loss: 14.4909 - val_accuracy: 0.3139
Epoch 9058/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.1069e-07 - accuracy: 1.0000 - val_loss: 14.4914 - val_accuracy: 0.3139
Epoch 9059/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.1069e-07 - accuracy: 1.0000 - val_loss: 14.4918 - val_accuracy: 0.3140
Epoch 9060/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.1069e-07 - accuracy: 1.0000 - val_loss: 14.4923 - val_accuracy: 0.3140
Epoch 9061/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1045e-07 - accuracy: 1.0000 - val_loss: 14.4928 - val_accuracy: 0.3140
Epoch 9062/10000
1/1 [==============================] - 0s 93ms/step - loss: 5.1045e-07 - accuracy: 1.0000 - val_loss: 14.4933 - val_accuracy: 0.3140
Epoch 9063/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.1045e-07 - accuracy: 1.0000 - val_loss: 14.4938 - val_accuracy: 0.3140
Epoch 9064/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.1022e-07 - accuracy: 1.0000 - val_loss: 14.4942 - val_accuracy: 0.3140
Epoch 9065/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.0974e-07 - accuracy: 1.0000 - val_loss: 14.4947 - val_accuracy: 0.3140
Epoch 9066/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.0950e-07 - accuracy: 1.0000 - val_loss: 14.4952 - val_accuracy: 0.3140
Epoch 9067/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.0950e-07 - accuracy: 1.0000 - val_loss: 14.4957 - val_accuracy: 0.3140
Epoch 9068/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.0902e-07 - accuracy: 1.0000 - val_loss: 14.4961 - val_accuracy: 0.3140
Epoch 9069/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.0878e-07 - accuracy: 1.0000 - val_loss: 14.4966 - val_accuracy: 0.3140
Epoch 9070/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.0855e-07 - accuracy: 1.0000 - val_loss: 14.4971 - val_accuracy: 0.3140
Epoch 9071/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.0831e-07 - accuracy: 1.0000 - val_loss: 14.4976 - val_accuracy: 0.3140
Epoch 9072/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.0759e-07 - accuracy: 1.0000 - val_loss: 14.4980 - val_accuracy: 0.3140
Epoch 9073/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.0759e-07 - accuracy: 1.0000 - val_loss: 14.4985 - val_accuracy: 0.3140
Epoch 9074/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.0712e-07 - accuracy: 1.0000 - val_loss: 14.4990 - val_accuracy: 0.3140
Epoch 9075/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.0712e-07 - accuracy: 1.0000 - val_loss: 14.4994 - val_accuracy: 0.3140
Epoch 9076/10000
1/1 [==============================] - 0s 90ms/step - loss: 5.0664e-07 - accuracy: 1.0000 - val_loss: 14.4999 - val_accuracy: 0.3139
Epoch 9077/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.0640e-07 - accuracy: 1.0000 - val_loss: 14.5004 - val_accuracy: 0.3139
Epoch 9078/10000
1/1 [==============================] - 0s 92ms/step - loss: 5.0616e-07 - accuracy: 1.0000 - val_loss: 14.5010 - val_accuracy: 0.3139
Epoch 9079/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.0521e-07 - accuracy: 1.0000 - val_loss: 14.5014 - val_accuracy: 0.3139
Epoch 9080/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.0521e-07 - accuracy: 1.0000 - val_loss: 14.5019 - val_accuracy: 0.3139
Epoch 9081/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.0497e-07 - accuracy: 1.0000 - val_loss: 14.5024 - val_accuracy: 0.3139
Epoch 9082/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.0449e-07 - accuracy: 1.0000 - val_loss: 14.5029 - val_accuracy: 0.3139
Epoch 9083/10000
1/1 [==============================] - 0s 95ms/step - loss: 5.0426e-07 - accuracy: 1.0000 - val_loss: 14.5034 - val_accuracy: 0.3139
Epoch 9084/10000
1/1 [==============================] - 0s 88ms/step - loss: 5.0402e-07 - accuracy: 1.0000 - val_loss: 14.5038 - val_accuracy: 0.3139
Epoch 9085/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.0354e-07 - accuracy: 1.0000 - val_loss: 14.5043 - val_accuracy: 0.3139
Epoch 9086/10000
1/1 [==============================] - 0s 85ms/step - loss: 5.0282e-07 - accuracy: 1.0000 - val_loss: 14.5048 - val_accuracy: 0.3139
Epoch 9087/10000
1/1 [==============================] - 0s 96ms/step - loss: 5.0282e-07 - accuracy: 1.0000 - val_loss: 14.5053 - val_accuracy: 0.3139
Epoch 9088/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.0163e-07 - accuracy: 1.0000 - val_loss: 14.5058 - val_accuracy: 0.3139
Epoch 9089/10000
1/1 [==============================] - 0s 91ms/step - loss: 5.0139e-07 - accuracy: 1.0000 - val_loss: 14.5063 - val_accuracy: 0.3139
Epoch 9090/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.0068e-07 - accuracy: 1.0000 - val_loss: 14.5067 - val_accuracy: 0.3139
Epoch 9091/10000
1/1 [==============================] - 0s 89ms/step - loss: 5.0068e-07 - accuracy: 1.0000 - val_loss: 14.5072 - val_accuracy: 0.3139
Epoch 9092/10000
1/1 [==============================] - 0s 87ms/step - loss: 5.0068e-07 - accuracy: 1.0000 - val_loss: 14.5077 - val_accuracy: 0.3139
Epoch 9093/10000
1/1 [==============================] - 0s 86ms/step - loss: 5.0044e-07 - accuracy: 1.0000 - val_loss: 14.5082 - val_accuracy: 0.3139
Epoch 9094/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9996e-07 - accuracy: 1.0000 - val_loss: 14.5087 - val_accuracy: 0.3139
Epoch 9095/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.9996e-07 - accuracy: 1.0000 - val_loss: 14.5092 - val_accuracy: 0.3139
Epoch 9096/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.9901e-07 - accuracy: 1.0000 - val_loss: 14.5096 - val_accuracy: 0.3139
Epoch 9097/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9853e-07 - accuracy: 1.0000 - val_loss: 14.5101 - val_accuracy: 0.3139
Epoch 9098/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.9829e-07 - accuracy: 1.0000 - val_loss: 14.5106 - val_accuracy: 0.3139
Epoch 9099/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9806e-07 - accuracy: 1.0000 - val_loss: 14.5111 - val_accuracy: 0.3139
Epoch 9100/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9758e-07 - accuracy: 1.0000 - val_loss: 14.5116 - val_accuracy: 0.3139
Epoch 9101/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.9710e-07 - accuracy: 1.0000 - val_loss: 14.5121 - val_accuracy: 0.3139
Epoch 9102/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9710e-07 - accuracy: 1.0000 - val_loss: 14.5126 - val_accuracy: 0.3139
Epoch 9103/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.9710e-07 - accuracy: 1.0000 - val_loss: 14.5131 - val_accuracy: 0.3139
Epoch 9104/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9686e-07 - accuracy: 1.0000 - val_loss: 14.5135 - val_accuracy: 0.3139
Epoch 9105/10000
1/1 [==============================] - 0s 97ms/step - loss: 4.9686e-07 - accuracy: 1.0000 - val_loss: 14.5140 - val_accuracy: 0.3139
Epoch 9106/10000
1/1 [==============================] - 0s 103ms/step - loss: 4.9663e-07 - accuracy: 1.0000 - val_loss: 14.5145 - val_accuracy: 0.3139
Epoch 9107/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9615e-07 - accuracy: 1.0000 - val_loss: 14.5150 - val_accuracy: 0.3139
Epoch 9108/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9567e-07 - accuracy: 1.0000 - val_loss: 14.5155 - val_accuracy: 0.3139
Epoch 9109/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.9520e-07 - accuracy: 1.0000 - val_loss: 14.5160 - val_accuracy: 0.3139
Epoch 9110/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.9520e-07 - accuracy: 1.0000 - val_loss: 14.5165 - val_accuracy: 0.3139
Epoch 9111/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9496e-07 - accuracy: 1.0000 - val_loss: 14.5170 - val_accuracy: 0.3139
Epoch 9112/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.9424e-07 - accuracy: 1.0000 - val_loss: 14.5174 - val_accuracy: 0.3139
Epoch 9113/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.9376e-07 - accuracy: 1.0000 - val_loss: 14.5179 - val_accuracy: 0.3139
Epoch 9114/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.9329e-07 - accuracy: 1.0000 - val_loss: 14.5184 - val_accuracy: 0.3139
Epoch 9115/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.9329e-07 - accuracy: 1.0000 - val_loss: 14.5189 - val_accuracy: 0.3139
Epoch 9116/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.9329e-07 - accuracy: 1.0000 - val_loss: 14.5193 - val_accuracy: 0.3139
Epoch 9117/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9329e-07 - accuracy: 1.0000 - val_loss: 14.5198 - val_accuracy: 0.3139
Epoch 9118/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.9281e-07 - accuracy: 1.0000 - val_loss: 14.5203 - val_accuracy: 0.3139
Epoch 9119/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9281e-07 - accuracy: 1.0000 - val_loss: 14.5208 - val_accuracy: 0.3139
Epoch 9120/10000
1/1 [==============================] - 0s 102ms/step - loss: 4.9281e-07 - accuracy: 1.0000 - val_loss: 14.5213 - val_accuracy: 0.3139
Epoch 9121/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.9233e-07 - accuracy: 1.0000 - val_loss: 14.5218 - val_accuracy: 0.3139
Epoch 9122/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.9233e-07 - accuracy: 1.0000 - val_loss: 14.5222 - val_accuracy: 0.3139
Epoch 9123/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.9233e-07 - accuracy: 1.0000 - val_loss: 14.5227 - val_accuracy: 0.3139
Epoch 9124/10000
1/1 [==============================] - 0s 102ms/step - loss: 4.9233e-07 - accuracy: 1.0000 - val_loss: 14.5232 - val_accuracy: 0.3139
Epoch 9125/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9186e-07 - accuracy: 1.0000 - val_loss: 14.5237 - val_accuracy: 0.3139
Epoch 9126/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.9138e-07 - accuracy: 1.0000 - val_loss: 14.5242 - val_accuracy: 0.3139
Epoch 9127/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.9138e-07 - accuracy: 1.0000 - val_loss: 14.5247 - val_accuracy: 0.3139
Epoch 9128/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.9138e-07 - accuracy: 1.0000 - val_loss: 14.5252 - val_accuracy: 0.3139
Epoch 9129/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.9067e-07 - accuracy: 1.0000 - val_loss: 14.5257 - val_accuracy: 0.3139
Epoch 9130/10000
1/1 [==============================] - 0s 103ms/step - loss: 4.9043e-07 - accuracy: 1.0000 - val_loss: 14.5262 - val_accuracy: 0.3139
Epoch 9131/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.8971e-07 - accuracy: 1.0000 - val_loss: 14.5267 - val_accuracy: 0.3139
Epoch 9132/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.8971e-07 - accuracy: 1.0000 - val_loss: 14.5272 - val_accuracy: 0.3139
Epoch 9133/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.8971e-07 - accuracy: 1.0000 - val_loss: 14.5276 - val_accuracy: 0.3139
Epoch 9134/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.8852e-07 - accuracy: 1.0000 - val_loss: 14.5282 - val_accuracy: 0.3139
Epoch 9135/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.8852e-07 - accuracy: 1.0000 - val_loss: 14.5287 - val_accuracy: 0.3139
Epoch 9136/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.8852e-07 - accuracy: 1.0000 - val_loss: 14.5292 - val_accuracy: 0.3139
Epoch 9137/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.8828e-07 - accuracy: 1.0000 - val_loss: 14.5296 - val_accuracy: 0.3139
Epoch 9138/10000
1/1 [==============================] - 0s 99ms/step - loss: 4.8852e-07 - accuracy: 1.0000 - val_loss: 14.5301 - val_accuracy: 0.3139
Epoch 9139/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.8804e-07 - accuracy: 1.0000 - val_loss: 14.5306 - val_accuracy: 0.3139
Epoch 9140/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.8780e-07 - accuracy: 1.0000 - val_loss: 14.5311 - val_accuracy: 0.3139
Epoch 9141/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.8757e-07 - accuracy: 1.0000 - val_loss: 14.5316 - val_accuracy: 0.3139
Epoch 9142/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.8685e-07 - accuracy: 1.0000 - val_loss: 14.5321 - val_accuracy: 0.3139
Epoch 9143/10000
1/1 [==============================] - 0s 99ms/step - loss: 4.8614e-07 - accuracy: 1.0000 - val_loss: 14.5326 - val_accuracy: 0.3139
Epoch 9144/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.8566e-07 - accuracy: 1.0000 - val_loss: 14.5331 - val_accuracy: 0.3139
Epoch 9145/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.8542e-07 - accuracy: 1.0000 - val_loss: 14.5336 - val_accuracy: 0.3139
Epoch 9146/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.8494e-07 - accuracy: 1.0000 - val_loss: 14.5341 - val_accuracy: 0.3139
Epoch 9147/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.8470e-07 - accuracy: 1.0000 - val_loss: 14.5346 - val_accuracy: 0.3139
Epoch 9148/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.8470e-07 - accuracy: 1.0000 - val_loss: 14.5351 - val_accuracy: 0.3139
Epoch 9149/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.8423e-07 - accuracy: 1.0000 - val_loss: 14.5356 - val_accuracy: 0.3139
Epoch 9150/10000
1/1 [==============================] - 0s 112ms/step - loss: 4.8399e-07 - accuracy: 1.0000 - val_loss: 14.5361 - val_accuracy: 0.3139
Epoch 9151/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.8351e-07 - accuracy: 1.0000 - val_loss: 14.5365 - val_accuracy: 0.3138
Epoch 9152/10000
1/1 [==============================] - 0s 108ms/step - loss: 4.8327e-07 - accuracy: 1.0000 - val_loss: 14.5370 - val_accuracy: 0.3138
Epoch 9153/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.8304e-07 - accuracy: 1.0000 - val_loss: 14.5375 - val_accuracy: 0.3138
Epoch 9154/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.8280e-07 - accuracy: 1.0000 - val_loss: 14.5380 - val_accuracy: 0.3138
Epoch 9155/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.8256e-07 - accuracy: 1.0000 - val_loss: 14.5385 - val_accuracy: 0.3138
Epoch 9156/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.8208e-07 - accuracy: 1.0000 - val_loss: 14.5390 - val_accuracy: 0.3138
Epoch 9157/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.8208e-07 - accuracy: 1.0000 - val_loss: 14.5395 - val_accuracy: 0.3138
Epoch 9158/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.8208e-07 - accuracy: 1.0000 - val_loss: 14.5399 - val_accuracy: 0.3138
Epoch 9159/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.8208e-07 - accuracy: 1.0000 - val_loss: 14.5404 - val_accuracy: 0.3138
Epoch 9160/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.8161e-07 - accuracy: 1.0000 - val_loss: 14.5409 - val_accuracy: 0.3138
Epoch 9161/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.8137e-07 - accuracy: 1.0000 - val_loss: 14.5414 - val_accuracy: 0.3138
Epoch 9162/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.8089e-07 - accuracy: 1.0000 - val_loss: 14.5419 - val_accuracy: 0.3138
Epoch 9163/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.8041e-07 - accuracy: 1.0000 - val_loss: 14.5424 - val_accuracy: 0.3138
Epoch 9164/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.8017e-07 - accuracy: 1.0000 - val_loss: 14.5429 - val_accuracy: 0.3138
Epoch 9165/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.8017e-07 - accuracy: 1.0000 - val_loss: 14.5434 - val_accuracy: 0.3138
Epoch 9166/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.8017e-07 - accuracy: 1.0000 - val_loss: 14.5439 - val_accuracy: 0.3138
Epoch 9167/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.7994e-07 - accuracy: 1.0000 - val_loss: 14.5443 - val_accuracy: 0.3138
Epoch 9168/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.7970e-07 - accuracy: 1.0000 - val_loss: 14.5448 - val_accuracy: 0.3138
Epoch 9169/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7970e-07 - accuracy: 1.0000 - val_loss: 14.5453 - val_accuracy: 0.3138
Epoch 9170/10000
1/1 [==============================] - 0s 100ms/step - loss: 4.7922e-07 - accuracy: 1.0000 - val_loss: 14.5458 - val_accuracy: 0.3138
Epoch 9171/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.7898e-07 - accuracy: 1.0000 - val_loss: 14.5463 - val_accuracy: 0.3138
Epoch 9172/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.7874e-07 - accuracy: 1.0000 - val_loss: 14.5467 - val_accuracy: 0.3138
Epoch 9173/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.7827e-07 - accuracy: 1.0000 - val_loss: 14.5472 - val_accuracy: 0.3138
Epoch 9174/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.7803e-07 - accuracy: 1.0000 - val_loss: 14.5477 - val_accuracy: 0.3138
Epoch 9175/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7779e-07 - accuracy: 1.0000 - val_loss: 14.5482 - val_accuracy: 0.3138
Epoch 9176/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7731e-07 - accuracy: 1.0000 - val_loss: 14.5487 - val_accuracy: 0.3138
Epoch 9177/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.7708e-07 - accuracy: 1.0000 - val_loss: 14.5492 - val_accuracy: 0.3138
Epoch 9178/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.7684e-07 - accuracy: 1.0000 - val_loss: 14.5497 - val_accuracy: 0.3138
Epoch 9179/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7636e-07 - accuracy: 1.0000 - val_loss: 14.5502 - val_accuracy: 0.3138
Epoch 9180/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.7588e-07 - accuracy: 1.0000 - val_loss: 14.5506 - val_accuracy: 0.3138
Epoch 9181/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.7564e-07 - accuracy: 1.0000 - val_loss: 14.5511 - val_accuracy: 0.3138
Epoch 9182/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.7445e-07 - accuracy: 1.0000 - val_loss: 14.5516 - val_accuracy: 0.3138
Epoch 9183/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.7421e-07 - accuracy: 1.0000 - val_loss: 14.5521 - val_accuracy: 0.3138
Epoch 9184/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.7398e-07 - accuracy: 1.0000 - val_loss: 14.5526 - val_accuracy: 0.3138
Epoch 9185/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.7398e-07 - accuracy: 1.0000 - val_loss: 14.5530 - val_accuracy: 0.3138
Epoch 9186/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7350e-07 - accuracy: 1.0000 - val_loss: 14.5535 - val_accuracy: 0.3138
Epoch 9187/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.7326e-07 - accuracy: 1.0000 - val_loss: 14.5540 - val_accuracy: 0.3138
Epoch 9188/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.7302e-07 - accuracy: 1.0000 - val_loss: 14.5544 - val_accuracy: 0.3138
Epoch 9189/10000
1/1 [==============================] - 0s 100ms/step - loss: 4.7231e-07 - accuracy: 1.0000 - val_loss: 14.5549 - val_accuracy: 0.3138
Epoch 9190/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.7207e-07 - accuracy: 1.0000 - val_loss: 14.5554 - val_accuracy: 0.3138
Epoch 9191/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.7183e-07 - accuracy: 1.0000 - val_loss: 14.5559 - val_accuracy: 0.3138
Epoch 9192/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.7135e-07 - accuracy: 1.0000 - val_loss: 14.5564 - val_accuracy: 0.3138
Epoch 9193/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.7088e-07 - accuracy: 1.0000 - val_loss: 14.5569 - val_accuracy: 0.3138
Epoch 9194/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.7040e-07 - accuracy: 1.0000 - val_loss: 14.5573 - val_accuracy: 0.3138
Epoch 9195/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.6921e-07 - accuracy: 1.0000 - val_loss: 14.5578 - val_accuracy: 0.3138
Epoch 9196/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6897e-07 - accuracy: 1.0000 - val_loss: 14.5583 - val_accuracy: 0.3138
Epoch 9197/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.6873e-07 - accuracy: 1.0000 - val_loss: 14.5587 - val_accuracy: 0.3138
Epoch 9198/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.6825e-07 - accuracy: 1.0000 - val_loss: 14.5592 - val_accuracy: 0.3138
Epoch 9199/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.6825e-07 - accuracy: 1.0000 - val_loss: 14.5597 - val_accuracy: 0.3138
Epoch 9200/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.6849e-07 - accuracy: 1.0000 - val_loss: 14.5601 - val_accuracy: 0.3138
Epoch 9201/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.6802e-07 - accuracy: 1.0000 - val_loss: 14.5606 - val_accuracy: 0.3138
Epoch 9202/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6706e-07 - accuracy: 1.0000 - val_loss: 14.5611 - val_accuracy: 0.3138
Epoch 9203/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.6682e-07 - accuracy: 1.0000 - val_loss: 14.5615 - val_accuracy: 0.3137
Epoch 9204/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.6635e-07 - accuracy: 1.0000 - val_loss: 14.5620 - val_accuracy: 0.3137
Epoch 9205/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6611e-07 - accuracy: 1.0000 - val_loss: 14.5625 - val_accuracy: 0.3137
Epoch 9206/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6539e-07 - accuracy: 1.0000 - val_loss: 14.5630 - val_accuracy: 0.3137
Epoch 9207/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.6539e-07 - accuracy: 1.0000 - val_loss: 14.5634 - val_accuracy: 0.3137
Epoch 9208/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.6515e-07 - accuracy: 1.0000 - val_loss: 14.5639 - val_accuracy: 0.3137
Epoch 9209/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.6468e-07 - accuracy: 1.0000 - val_loss: 14.5643 - val_accuracy: 0.3137
Epoch 9210/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.6468e-07 - accuracy: 1.0000 - val_loss: 14.5648 - val_accuracy: 0.3137
Epoch 9211/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6396e-07 - accuracy: 1.0000 - val_loss: 14.5653 - val_accuracy: 0.3137
Epoch 9212/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.6396e-07 - accuracy: 1.0000 - val_loss: 14.5657 - val_accuracy: 0.3137
Epoch 9213/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.6396e-07 - accuracy: 1.0000 - val_loss: 14.5662 - val_accuracy: 0.3137
Epoch 9214/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.6349e-07 - accuracy: 1.0000 - val_loss: 14.5666 - val_accuracy: 0.3137
Epoch 9215/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.6301e-07 - accuracy: 1.0000 - val_loss: 14.5671 - val_accuracy: 0.3137
Epoch 9216/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.6205e-07 - accuracy: 1.0000 - val_loss: 14.5676 - val_accuracy: 0.3137
Epoch 9217/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.6182e-07 - accuracy: 1.0000 - val_loss: 14.5680 - val_accuracy: 0.3137
Epoch 9218/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6158e-07 - accuracy: 1.0000 - val_loss: 14.5685 - val_accuracy: 0.3137
Epoch 9219/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6158e-07 - accuracy: 1.0000 - val_loss: 14.5690 - val_accuracy: 0.3137
Epoch 9220/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.6134e-07 - accuracy: 1.0000 - val_loss: 14.5694 - val_accuracy: 0.3137
Epoch 9221/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.6110e-07 - accuracy: 1.0000 - val_loss: 14.5699 - val_accuracy: 0.3137
Epoch 9222/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.6086e-07 - accuracy: 1.0000 - val_loss: 14.5703 - val_accuracy: 0.3137
Epoch 9223/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.6086e-07 - accuracy: 1.0000 - val_loss: 14.5708 - val_accuracy: 0.3137
Epoch 9224/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.6039e-07 - accuracy: 1.0000 - val_loss: 14.5713 - val_accuracy: 0.3137
Epoch 9225/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.6039e-07 - accuracy: 1.0000 - val_loss: 14.5718 - val_accuracy: 0.3137
Epoch 9226/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.6039e-07 - accuracy: 1.0000 - val_loss: 14.5722 - val_accuracy: 0.3137
Epoch 9227/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.6039e-07 - accuracy: 1.0000 - val_loss: 14.5726 - val_accuracy: 0.3137
Epoch 9228/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.6015e-07 - accuracy: 1.0000 - val_loss: 14.5731 - val_accuracy: 0.3137
Epoch 9229/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.6015e-07 - accuracy: 1.0000 - val_loss: 14.5736 - val_accuracy: 0.3137
Epoch 9230/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.5967e-07 - accuracy: 1.0000 - val_loss: 14.5740 - val_accuracy: 0.3137
Epoch 9231/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.5967e-07 - accuracy: 1.0000 - val_loss: 14.5745 - val_accuracy: 0.3137
Epoch 9232/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.5943e-07 - accuracy: 1.0000 - val_loss: 14.5750 - val_accuracy: 0.3137
Epoch 9233/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5943e-07 - accuracy: 1.0000 - val_loss: 14.5754 - val_accuracy: 0.3137
Epoch 9234/10000
1/1 [==============================] - 0s 103ms/step - loss: 4.5943e-07 - accuracy: 1.0000 - val_loss: 14.5758 - val_accuracy: 0.3137
Epoch 9235/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.5896e-07 - accuracy: 1.0000 - val_loss: 14.5763 - val_accuracy: 0.3137
Epoch 9236/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.5896e-07 - accuracy: 1.0000 - val_loss: 14.5768 - val_accuracy: 0.3137
Epoch 9237/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.5872e-07 - accuracy: 1.0000 - val_loss: 14.5773 - val_accuracy: 0.3137
Epoch 9238/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.5848e-07 - accuracy: 1.0000 - val_loss: 14.5777 - val_accuracy: 0.3137
Epoch 9239/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.5824e-07 - accuracy: 1.0000 - val_loss: 14.5782 - val_accuracy: 0.3137
Epoch 9240/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.5824e-07 - accuracy: 1.0000 - val_loss: 14.5787 - val_accuracy: 0.3137
Epoch 9241/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.5800e-07 - accuracy: 1.0000 - val_loss: 14.5791 - val_accuracy: 0.3137
Epoch 9242/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.5753e-07 - accuracy: 1.0000 - val_loss: 14.5796 - val_accuracy: 0.3137
Epoch 9243/10000
1/1 [==============================] - 0s 97ms/step - loss: 4.5753e-07 - accuracy: 1.0000 - val_loss: 14.5801 - val_accuracy: 0.3137
Epoch 9244/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.5705e-07 - accuracy: 1.0000 - val_loss: 14.5806 - val_accuracy: 0.3137
Epoch 9245/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.5681e-07 - accuracy: 1.0000 - val_loss: 14.5810 - val_accuracy: 0.3138
Epoch 9246/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.5681e-07 - accuracy: 1.0000 - val_loss: 14.5814 - val_accuracy: 0.3138
Epoch 9247/10000
1/1 [==============================] - 0s 99ms/step - loss: 4.5681e-07 - accuracy: 1.0000 - val_loss: 14.5819 - val_accuracy: 0.3138
Epoch 9248/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.5633e-07 - accuracy: 1.0000 - val_loss: 14.5824 - val_accuracy: 0.3138
Epoch 9249/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.5562e-07 - accuracy: 1.0000 - val_loss: 14.5828 - val_accuracy: 0.3138
Epoch 9250/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.5538e-07 - accuracy: 1.0000 - val_loss: 14.5833 - val_accuracy: 0.3138
Epoch 9251/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.5514e-07 - accuracy: 1.0000 - val_loss: 14.5837 - val_accuracy: 0.3138
Epoch 9252/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.5490e-07 - accuracy: 1.0000 - val_loss: 14.5842 - val_accuracy: 0.3138
Epoch 9253/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.5419e-07 - accuracy: 1.0000 - val_loss: 14.5847 - val_accuracy: 0.3138
Epoch 9254/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.5419e-07 - accuracy: 1.0000 - val_loss: 14.5851 - val_accuracy: 0.3138
Epoch 9255/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5419e-07 - accuracy: 1.0000 - val_loss: 14.5856 - val_accuracy: 0.3138
Epoch 9256/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.5323e-07 - accuracy: 1.0000 - val_loss: 14.5860 - val_accuracy: 0.3138
Epoch 9257/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.5276e-07 - accuracy: 1.0000 - val_loss: 14.5865 - val_accuracy: 0.3138
Epoch 9258/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5276e-07 - accuracy: 1.0000 - val_loss: 14.5870 - val_accuracy: 0.3138
Epoch 9259/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5252e-07 - accuracy: 1.0000 - val_loss: 14.5875 - val_accuracy: 0.3138
Epoch 9260/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5204e-07 - accuracy: 1.0000 - val_loss: 14.5879 - val_accuracy: 0.3138
Epoch 9261/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5180e-07 - accuracy: 1.0000 - val_loss: 14.5884 - val_accuracy: 0.3138
Epoch 9262/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.5156e-07 - accuracy: 1.0000 - val_loss: 14.5889 - val_accuracy: 0.3138
Epoch 9263/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.5133e-07 - accuracy: 1.0000 - val_loss: 14.5893 - val_accuracy: 0.3138
Epoch 9264/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.5133e-07 - accuracy: 1.0000 - val_loss: 14.5898 - val_accuracy: 0.3138
Epoch 9265/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.5109e-07 - accuracy: 1.0000 - val_loss: 14.5903 - val_accuracy: 0.3138
Epoch 9266/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.5085e-07 - accuracy: 1.0000 - val_loss: 14.5907 - val_accuracy: 0.3138
Epoch 9267/10000
1/1 [==============================] - 0s 110ms/step - loss: 4.5037e-07 - accuracy: 1.0000 - val_loss: 14.5912 - val_accuracy: 0.3138
Epoch 9268/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.5013e-07 - accuracy: 1.0000 - val_loss: 14.5917 - val_accuracy: 0.3138
Epoch 9269/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4990e-07 - accuracy: 1.0000 - val_loss: 14.5921 - val_accuracy: 0.3138
Epoch 9270/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5926 - val_accuracy: 0.3138
Epoch 9271/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5931 - val_accuracy: 0.3138
Epoch 9272/10000
1/1 [==============================] - 0s 97ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5935 - val_accuracy: 0.3138
Epoch 9273/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5940 - val_accuracy: 0.3138
Epoch 9274/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5944 - val_accuracy: 0.3138
Epoch 9275/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5949 - val_accuracy: 0.3138
Epoch 9276/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5954 - val_accuracy: 0.3138
Epoch 9277/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4966e-07 - accuracy: 1.0000 - val_loss: 14.5959 - val_accuracy: 0.3138
Epoch 9278/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4918e-07 - accuracy: 1.0000 - val_loss: 14.5964 - val_accuracy: 0.3137
Epoch 9279/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4918e-07 - accuracy: 1.0000 - val_loss: 14.5968 - val_accuracy: 0.3137
Epoch 9280/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4894e-07 - accuracy: 1.0000 - val_loss: 14.5972 - val_accuracy: 0.3137
Epoch 9281/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4894e-07 - accuracy: 1.0000 - val_loss: 14.5977 - val_accuracy: 0.3137
Epoch 9282/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4847e-07 - accuracy: 1.0000 - val_loss: 14.5982 - val_accuracy: 0.3137
Epoch 9283/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4847e-07 - accuracy: 1.0000 - val_loss: 14.5987 - val_accuracy: 0.3137
Epoch 9284/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.4847e-07 - accuracy: 1.0000 - val_loss: 14.5991 - val_accuracy: 0.3137
Epoch 9285/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.4775e-07 - accuracy: 1.0000 - val_loss: 14.5996 - val_accuracy: 0.3137
Epoch 9286/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4703e-07 - accuracy: 1.0000 - val_loss: 14.6000 - val_accuracy: 0.3137
Epoch 9287/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.4703e-07 - accuracy: 1.0000 - val_loss: 14.6006 - val_accuracy: 0.3137
Epoch 9288/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4632e-07 - accuracy: 1.0000 - val_loss: 14.6010 - val_accuracy: 0.3137
Epoch 9289/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4632e-07 - accuracy: 1.0000 - val_loss: 14.6015 - val_accuracy: 0.3137
Epoch 9290/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4584e-07 - accuracy: 1.0000 - val_loss: 14.6019 - val_accuracy: 0.3137
Epoch 9291/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4537e-07 - accuracy: 1.0000 - val_loss: 14.6024 - val_accuracy: 0.3137
Epoch 9292/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4513e-07 - accuracy: 1.0000 - val_loss: 14.6029 - val_accuracy: 0.3137
Epoch 9293/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.4489e-07 - accuracy: 1.0000 - val_loss: 14.6034 - val_accuracy: 0.3137
Epoch 9294/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4489e-07 - accuracy: 1.0000 - val_loss: 14.6039 - val_accuracy: 0.3137
Epoch 9295/10000
1/1 [==============================] - 0s 84ms/step - loss: 4.4489e-07 - accuracy: 1.0000 - val_loss: 14.6043 - val_accuracy: 0.3137
Epoch 9296/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.4441e-07 - accuracy: 1.0000 - val_loss: 14.6048 - val_accuracy: 0.3137
Epoch 9297/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4441e-07 - accuracy: 1.0000 - val_loss: 14.6053 - val_accuracy: 0.3137
Epoch 9298/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.4465e-07 - accuracy: 1.0000 - val_loss: 14.6057 - val_accuracy: 0.3137
Epoch 9299/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.4441e-07 - accuracy: 1.0000 - val_loss: 14.6062 - val_accuracy: 0.3137
Epoch 9300/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4441e-07 - accuracy: 1.0000 - val_loss: 14.6067 - val_accuracy: 0.3137
Epoch 9301/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4370e-07 - accuracy: 1.0000 - val_loss: 14.6072 - val_accuracy: 0.3137
Epoch 9302/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4346e-07 - accuracy: 1.0000 - val_loss: 14.6076 - val_accuracy: 0.3137
Epoch 9303/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4370e-07 - accuracy: 1.0000 - val_loss: 14.6081 - val_accuracy: 0.3137
Epoch 9304/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4370e-07 - accuracy: 1.0000 - val_loss: 14.6086 - val_accuracy: 0.3137
Epoch 9305/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.4346e-07 - accuracy: 1.0000 - val_loss: 14.6090 - val_accuracy: 0.3137
Epoch 9306/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4322e-07 - accuracy: 1.0000 - val_loss: 14.6095 - val_accuracy: 0.3138
Epoch 9307/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.4298e-07 - accuracy: 1.0000 - val_loss: 14.6100 - val_accuracy: 0.3137
Epoch 9308/10000
1/1 [==============================] - 0s 83ms/step - loss: 4.4298e-07 - accuracy: 1.0000 - val_loss: 14.6105 - val_accuracy: 0.3137
Epoch 9309/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.4274e-07 - accuracy: 1.0000 - val_loss: 14.6110 - val_accuracy: 0.3138
Epoch 9310/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4274e-07 - accuracy: 1.0000 - val_loss: 14.6114 - val_accuracy: 0.3137
Epoch 9311/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.4274e-07 - accuracy: 1.0000 - val_loss: 14.6119 - val_accuracy: 0.3137
Epoch 9312/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4274e-07 - accuracy: 1.0000 - val_loss: 14.6124 - val_accuracy: 0.3137
Epoch 9313/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4250e-07 - accuracy: 1.0000 - val_loss: 14.6129 - val_accuracy: 0.3138
Epoch 9314/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4203e-07 - accuracy: 1.0000 - val_loss: 14.6133 - val_accuracy: 0.3138
Epoch 9315/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4203e-07 - accuracy: 1.0000 - val_loss: 14.6138 - val_accuracy: 0.3137
Epoch 9316/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4179e-07 - accuracy: 1.0000 - val_loss: 14.6143 - val_accuracy: 0.3137
Epoch 9317/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.4155e-07 - accuracy: 1.0000 - val_loss: 14.6147 - val_accuracy: 0.3138
Epoch 9318/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.4131e-07 - accuracy: 1.0000 - val_loss: 14.6153 - val_accuracy: 0.3138
Epoch 9319/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.4131e-07 - accuracy: 1.0000 - val_loss: 14.6157 - val_accuracy: 0.3138
Epoch 9320/10000
1/1 [==============================] - 0s 98ms/step - loss: 4.4060e-07 - accuracy: 1.0000 - val_loss: 14.6162 - val_accuracy: 0.3137
Epoch 9321/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.4012e-07 - accuracy: 1.0000 - val_loss: 14.6167 - val_accuracy: 0.3137
Epoch 9322/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.4012e-07 - accuracy: 1.0000 - val_loss: 14.6171 - val_accuracy: 0.3138
Epoch 9323/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.3988e-07 - accuracy: 1.0000 - val_loss: 14.6176 - val_accuracy: 0.3137
Epoch 9324/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3988e-07 - accuracy: 1.0000 - val_loss: 14.6181 - val_accuracy: 0.3137
Epoch 9325/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.3941e-07 - accuracy: 1.0000 - val_loss: 14.6186 - val_accuracy: 0.3137
Epoch 9326/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.3917e-07 - accuracy: 1.0000 - val_loss: 14.6191 - val_accuracy: 0.3137
Epoch 9327/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.3869e-07 - accuracy: 1.0000 - val_loss: 14.6195 - val_accuracy: 0.3138
Epoch 9328/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3821e-07 - accuracy: 1.0000 - val_loss: 14.6200 - val_accuracy: 0.3137
Epoch 9329/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3821e-07 - accuracy: 1.0000 - val_loss: 14.6205 - val_accuracy: 0.3137
Epoch 9330/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3797e-07 - accuracy: 1.0000 - val_loss: 14.6209 - val_accuracy: 0.3137
Epoch 9331/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.3797e-07 - accuracy: 1.0000 - val_loss: 14.6214 - val_accuracy: 0.3137
Epoch 9332/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3774e-07 - accuracy: 1.0000 - val_loss: 14.6219 - val_accuracy: 0.3137
Epoch 9333/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3726e-07 - accuracy: 1.0000 - val_loss: 14.6223 - val_accuracy: 0.3137
Epoch 9334/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3654e-07 - accuracy: 1.0000 - val_loss: 14.6228 - val_accuracy: 0.3137
Epoch 9335/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3678e-07 - accuracy: 1.0000 - val_loss: 14.6233 - val_accuracy: 0.3137
Epoch 9336/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3654e-07 - accuracy: 1.0000 - val_loss: 14.6238 - val_accuracy: 0.3137
Epoch 9337/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.3654e-07 - accuracy: 1.0000 - val_loss: 14.6242 - val_accuracy: 0.3137
Epoch 9338/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3631e-07 - accuracy: 1.0000 - val_loss: 14.6247 - val_accuracy: 0.3137
Epoch 9339/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3583e-07 - accuracy: 1.0000 - val_loss: 14.6251 - val_accuracy: 0.3137
Epoch 9340/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3535e-07 - accuracy: 1.0000 - val_loss: 14.6256 - val_accuracy: 0.3137
Epoch 9341/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3535e-07 - accuracy: 1.0000 - val_loss: 14.6261 - val_accuracy: 0.3137
Epoch 9342/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.3464e-07 - accuracy: 1.0000 - val_loss: 14.6266 - val_accuracy: 0.3137
Epoch 9343/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3488e-07 - accuracy: 1.0000 - val_loss: 14.6270 - val_accuracy: 0.3137
Epoch 9344/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3488e-07 - accuracy: 1.0000 - val_loss: 14.6274 - val_accuracy: 0.3137
Epoch 9345/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.3464e-07 - accuracy: 1.0000 - val_loss: 14.6279 - val_accuracy: 0.3137
Epoch 9346/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3464e-07 - accuracy: 1.0000 - val_loss: 14.6284 - val_accuracy: 0.3137
Epoch 9347/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.3440e-07 - accuracy: 1.0000 - val_loss: 14.6289 - val_accuracy: 0.3137
Epoch 9348/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3440e-07 - accuracy: 1.0000 - val_loss: 14.6293 - val_accuracy: 0.3137
Epoch 9349/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3392e-07 - accuracy: 1.0000 - val_loss: 14.6298 - val_accuracy: 0.3137
Epoch 9350/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3416e-07 - accuracy: 1.0000 - val_loss: 14.6303 - val_accuracy: 0.3137
Epoch 9351/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3368e-07 - accuracy: 1.0000 - val_loss: 14.6308 - val_accuracy: 0.3137
Epoch 9352/10000
1/1 [==============================] - 0s 101ms/step - loss: 4.3344e-07 - accuracy: 1.0000 - val_loss: 14.6312 - val_accuracy: 0.3137
Epoch 9353/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3297e-07 - accuracy: 1.0000 - val_loss: 14.6317 - val_accuracy: 0.3137
Epoch 9354/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3273e-07 - accuracy: 1.0000 - val_loss: 14.6322 - val_accuracy: 0.3137
Epoch 9355/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3273e-07 - accuracy: 1.0000 - val_loss: 14.6326 - val_accuracy: 0.3137
Epoch 9356/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.3225e-07 - accuracy: 1.0000 - val_loss: 14.6331 - val_accuracy: 0.3137
Epoch 9357/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.3201e-07 - accuracy: 1.0000 - val_loss: 14.6336 - val_accuracy: 0.3137
Epoch 9358/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3225e-07 - accuracy: 1.0000 - val_loss: 14.6340 - val_accuracy: 0.3137
Epoch 9359/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.3178e-07 - accuracy: 1.0000 - val_loss: 14.6345 - val_accuracy: 0.3137
Epoch 9360/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.3154e-07 - accuracy: 1.0000 - val_loss: 14.6350 - val_accuracy: 0.3137
Epoch 9361/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.3130e-07 - accuracy: 1.0000 - val_loss: 14.6355 - val_accuracy: 0.3137
Epoch 9362/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.3130e-07 - accuracy: 1.0000 - val_loss: 14.6360 - val_accuracy: 0.3137
Epoch 9363/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.3106e-07 - accuracy: 1.0000 - val_loss: 14.6364 - val_accuracy: 0.3137
Epoch 9364/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.3082e-07 - accuracy: 1.0000 - val_loss: 14.6368 - val_accuracy: 0.3137
Epoch 9365/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3082e-07 - accuracy: 1.0000 - val_loss: 14.6373 - val_accuracy: 0.3137
Epoch 9366/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.3082e-07 - accuracy: 1.0000 - val_loss: 14.6378 - val_accuracy: 0.3137
Epoch 9367/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.3011e-07 - accuracy: 1.0000 - val_loss: 14.6383 - val_accuracy: 0.3137
Epoch 9368/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.3011e-07 - accuracy: 1.0000 - val_loss: 14.6388 - val_accuracy: 0.3137
Epoch 9369/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.3011e-07 - accuracy: 1.0000 - val_loss: 14.6392 - val_accuracy: 0.3137
Epoch 9370/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.2915e-07 - accuracy: 1.0000 - val_loss: 14.6397 - val_accuracy: 0.3137
Epoch 9371/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.2915e-07 - accuracy: 1.0000 - val_loss: 14.6402 - val_accuracy: 0.3137
Epoch 9372/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.2868e-07 - accuracy: 1.0000 - val_loss: 14.6406 - val_accuracy: 0.3137
Epoch 9373/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.2868e-07 - accuracy: 1.0000 - val_loss: 14.6411 - val_accuracy: 0.3137
Epoch 9374/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.2868e-07 - accuracy: 1.0000 - val_loss: 14.6416 - val_accuracy: 0.3137
Epoch 9375/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.2820e-07 - accuracy: 1.0000 - val_loss: 14.6421 - val_accuracy: 0.3137
Epoch 9376/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.2796e-07 - accuracy: 1.0000 - val_loss: 14.6425 - val_accuracy: 0.3137
Epoch 9377/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.2748e-07 - accuracy: 1.0000 - val_loss: 14.6430 - val_accuracy: 0.3137
Epoch 9378/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.2725e-07 - accuracy: 1.0000 - val_loss: 14.6435 - val_accuracy: 0.3137
Epoch 9379/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.2677e-07 - accuracy: 1.0000 - val_loss: 14.6440 - val_accuracy: 0.3137
Epoch 9380/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.2629e-07 - accuracy: 1.0000 - val_loss: 14.6444 - val_accuracy: 0.3137
Epoch 9381/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.2534e-07 - accuracy: 1.0000 - val_loss: 14.6449 - val_accuracy: 0.3137
Epoch 9382/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.2486e-07 - accuracy: 1.0000 - val_loss: 14.6454 - val_accuracy: 0.3137
Epoch 9383/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.2438e-07 - accuracy: 1.0000 - val_loss: 14.6459 - val_accuracy: 0.3137
Epoch 9384/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.2415e-07 - accuracy: 1.0000 - val_loss: 14.6463 - val_accuracy: 0.3137
Epoch 9385/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.2319e-07 - accuracy: 1.0000 - val_loss: 14.6468 - val_accuracy: 0.3137
Epoch 9386/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.2295e-07 - accuracy: 1.0000 - val_loss: 14.6472 - val_accuracy: 0.3137
Epoch 9387/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.2248e-07 - accuracy: 1.0000 - val_loss: 14.6477 - val_accuracy: 0.3137
Epoch 9388/10000
1/1 [==============================] - 0s 98ms/step - loss: 4.2200e-07 - accuracy: 1.0000 - val_loss: 14.6482 - val_accuracy: 0.3137
Epoch 9389/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.2176e-07 - accuracy: 1.0000 - val_loss: 14.6486 - val_accuracy: 0.3137
Epoch 9390/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.2152e-07 - accuracy: 1.0000 - val_loss: 14.6491 - val_accuracy: 0.3137
Epoch 9391/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.2129e-07 - accuracy: 1.0000 - val_loss: 14.6496 - val_accuracy: 0.3137
Epoch 9392/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.2105e-07 - accuracy: 1.0000 - val_loss: 14.6500 - val_accuracy: 0.3137
Epoch 9393/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.2057e-07 - accuracy: 1.0000 - val_loss: 14.6505 - val_accuracy: 0.3137
Epoch 9394/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.2033e-07 - accuracy: 1.0000 - val_loss: 14.6510 - val_accuracy: 0.3137
Epoch 9395/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.2009e-07 - accuracy: 1.0000 - val_loss: 14.6514 - val_accuracy: 0.3137
Epoch 9396/10000
1/1 [==============================] - 0s 98ms/step - loss: 4.1985e-07 - accuracy: 1.0000 - val_loss: 14.6519 - val_accuracy: 0.3137
Epoch 9397/10000
1/1 [==============================] - 0s 99ms/step - loss: 4.1962e-07 - accuracy: 1.0000 - val_loss: 14.6524 - val_accuracy: 0.3137
Epoch 9398/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.1962e-07 - accuracy: 1.0000 - val_loss: 14.6529 - val_accuracy: 0.3136
Epoch 9399/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.1938e-07 - accuracy: 1.0000 - val_loss: 14.6533 - val_accuracy: 0.3136
Epoch 9400/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.1938e-07 - accuracy: 1.0000 - val_loss: 14.6537 - val_accuracy: 0.3136
Epoch 9401/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1938e-07 - accuracy: 1.0000 - val_loss: 14.6542 - val_accuracy: 0.3136
Epoch 9402/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.1914e-07 - accuracy: 1.0000 - val_loss: 14.6547 - val_accuracy: 0.3136
Epoch 9403/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.1914e-07 - accuracy: 1.0000 - val_loss: 14.6551 - val_accuracy: 0.3136
Epoch 9404/10000
1/1 [==============================] - 0s 84ms/step - loss: 4.1914e-07 - accuracy: 1.0000 - val_loss: 14.6556 - val_accuracy: 0.3136
Epoch 9405/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.1914e-07 - accuracy: 1.0000 - val_loss: 14.6561 - val_accuracy: 0.3136
Epoch 9406/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1914e-07 - accuracy: 1.0000 - val_loss: 14.6566 - val_accuracy: 0.3136
Epoch 9407/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.1842e-07 - accuracy: 1.0000 - val_loss: 14.6570 - val_accuracy: 0.3136
Epoch 9408/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.1795e-07 - accuracy: 1.0000 - val_loss: 14.6575 - val_accuracy: 0.3136
Epoch 9409/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1795e-07 - accuracy: 1.0000 - val_loss: 14.6579 - val_accuracy: 0.3136
Epoch 9410/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1771e-07 - accuracy: 1.0000 - val_loss: 14.6584 - val_accuracy: 0.3136
Epoch 9411/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1699e-07 - accuracy: 1.0000 - val_loss: 14.6588 - val_accuracy: 0.3136
Epoch 9412/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1676e-07 - accuracy: 1.0000 - val_loss: 14.6593 - val_accuracy: 0.3136
Epoch 9413/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.1676e-07 - accuracy: 1.0000 - val_loss: 14.6598 - val_accuracy: 0.3136
Epoch 9414/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1628e-07 - accuracy: 1.0000 - val_loss: 14.6603 - val_accuracy: 0.3136
Epoch 9415/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1556e-07 - accuracy: 1.0000 - val_loss: 14.6608 - val_accuracy: 0.3136
Epoch 9416/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1556e-07 - accuracy: 1.0000 - val_loss: 14.6612 - val_accuracy: 0.3136
Epoch 9417/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1532e-07 - accuracy: 1.0000 - val_loss: 14.6616 - val_accuracy: 0.3136
Epoch 9418/10000
1/1 [==============================] - 0s 100ms/step - loss: 4.1437e-07 - accuracy: 1.0000 - val_loss: 14.6621 - val_accuracy: 0.3136
Epoch 9419/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.1413e-07 - accuracy: 1.0000 - val_loss: 14.6626 - val_accuracy: 0.3136
Epoch 9420/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1389e-07 - accuracy: 1.0000 - val_loss: 14.6631 - val_accuracy: 0.3136
Epoch 9421/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1366e-07 - accuracy: 1.0000 - val_loss: 14.6635 - val_accuracy: 0.3136
Epoch 9422/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.1342e-07 - accuracy: 1.0000 - val_loss: 14.6639 - val_accuracy: 0.3136
Epoch 9423/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.1318e-07 - accuracy: 1.0000 - val_loss: 14.6644 - val_accuracy: 0.3136
Epoch 9424/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.1294e-07 - accuracy: 1.0000 - val_loss: 14.6649 - val_accuracy: 0.3136
Epoch 9425/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1318e-07 - accuracy: 1.0000 - val_loss: 14.6654 - val_accuracy: 0.3136
Epoch 9426/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1246e-07 - accuracy: 1.0000 - val_loss: 14.6658 - val_accuracy: 0.3136
Epoch 9427/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1246e-07 - accuracy: 1.0000 - val_loss: 14.6663 - val_accuracy: 0.3136
Epoch 9428/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.1223e-07 - accuracy: 1.0000 - val_loss: 14.6668 - val_accuracy: 0.3135
Epoch 9429/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1223e-07 - accuracy: 1.0000 - val_loss: 14.6672 - val_accuracy: 0.3135
Epoch 9430/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1223e-07 - accuracy: 1.0000 - val_loss: 14.6677 - val_accuracy: 0.3135
Epoch 9431/10000
1/1 [==============================] - 0s 100ms/step - loss: 4.1175e-07 - accuracy: 1.0000 - val_loss: 14.6682 - val_accuracy: 0.3135
Epoch 9432/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.1175e-07 - accuracy: 1.0000 - val_loss: 14.6686 - val_accuracy: 0.3135
Epoch 9433/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.1175e-07 - accuracy: 1.0000 - val_loss: 14.6691 - val_accuracy: 0.3135
Epoch 9434/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.1127e-07 - accuracy: 1.0000 - val_loss: 14.6696 - val_accuracy: 0.3135
Epoch 9435/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.1103e-07 - accuracy: 1.0000 - val_loss: 14.6701 - val_accuracy: 0.3135
Epoch 9436/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.1079e-07 - accuracy: 1.0000 - val_loss: 14.6705 - val_accuracy: 0.3135
Epoch 9437/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1032e-07 - accuracy: 1.0000 - val_loss: 14.6710 - val_accuracy: 0.3135
Epoch 9438/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.1032e-07 - accuracy: 1.0000 - val_loss: 14.6715 - val_accuracy: 0.3135
Epoch 9439/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.1008e-07 - accuracy: 1.0000 - val_loss: 14.6719 - val_accuracy: 0.3135
Epoch 9440/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.1008e-07 - accuracy: 1.0000 - val_loss: 14.6724 - val_accuracy: 0.3135
Epoch 9441/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0984e-07 - accuracy: 1.0000 - val_loss: 14.6729 - val_accuracy: 0.3135
Epoch 9442/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.0913e-07 - accuracy: 1.0000 - val_loss: 14.6733 - val_accuracy: 0.3135
Epoch 9443/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.0889e-07 - accuracy: 1.0000 - val_loss: 14.6738 - val_accuracy: 0.3136
Epoch 9444/10000
1/1 [==============================] - 0s 96ms/step - loss: 4.0865e-07 - accuracy: 1.0000 - val_loss: 14.6742 - val_accuracy: 0.3136
Epoch 9445/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0841e-07 - accuracy: 1.0000 - val_loss: 14.6747 - val_accuracy: 0.3136
Epoch 9446/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.0865e-07 - accuracy: 1.0000 - val_loss: 14.6752 - val_accuracy: 0.3136
Epoch 9447/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0793e-07 - accuracy: 1.0000 - val_loss: 14.6757 - val_accuracy: 0.3136
Epoch 9448/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0770e-07 - accuracy: 1.0000 - val_loss: 14.6762 - val_accuracy: 0.3136
Epoch 9449/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0698e-07 - accuracy: 1.0000 - val_loss: 14.6766 - val_accuracy: 0.3136
Epoch 9450/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0603e-07 - accuracy: 1.0000 - val_loss: 14.6770 - val_accuracy: 0.3136
Epoch 9451/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0555e-07 - accuracy: 1.0000 - val_loss: 14.6775 - val_accuracy: 0.3136
Epoch 9452/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0507e-07 - accuracy: 1.0000 - val_loss: 14.6780 - val_accuracy: 0.3136
Epoch 9453/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.0507e-07 - accuracy: 1.0000 - val_loss: 14.6785 - val_accuracy: 0.3136
Epoch 9454/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.0531e-07 - accuracy: 1.0000 - val_loss: 14.6789 - val_accuracy: 0.3135
Epoch 9455/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0460e-07 - accuracy: 1.0000 - val_loss: 14.6794 - val_accuracy: 0.3135
Epoch 9456/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6799 - val_accuracy: 0.3135
Epoch 9457/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6804 - val_accuracy: 0.3135
Epoch 9458/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6808 - val_accuracy: 0.3135
Epoch 9459/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6813 - val_accuracy: 0.3135
Epoch 9460/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6817 - val_accuracy: 0.3135
Epoch 9461/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6822 - val_accuracy: 0.3135
Epoch 9462/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0412e-07 - accuracy: 1.0000 - val_loss: 14.6827 - val_accuracy: 0.3135
Epoch 9463/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.0436e-07 - accuracy: 1.0000 - val_loss: 14.6831 - val_accuracy: 0.3135
Epoch 9464/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0388e-07 - accuracy: 1.0000 - val_loss: 14.6836 - val_accuracy: 0.3135
Epoch 9465/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0388e-07 - accuracy: 1.0000 - val_loss: 14.6841 - val_accuracy: 0.3135
Epoch 9466/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.0364e-07 - accuracy: 1.0000 - val_loss: 14.6845 - val_accuracy: 0.3135
Epoch 9467/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.0364e-07 - accuracy: 1.0000 - val_loss: 14.6850 - val_accuracy: 0.3135
Epoch 9468/10000
1/1 [==============================] - 0s 85ms/step - loss: 4.0340e-07 - accuracy: 1.0000 - val_loss: 14.6855 - val_accuracy: 0.3135
Epoch 9469/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0340e-07 - accuracy: 1.0000 - val_loss: 14.6859 - val_accuracy: 0.3135
Epoch 9470/10000
1/1 [==============================] - 0s 91ms/step - loss: 4.0317e-07 - accuracy: 1.0000 - val_loss: 14.6864 - val_accuracy: 0.3135
Epoch 9471/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0293e-07 - accuracy: 1.0000 - val_loss: 14.6869 - val_accuracy: 0.3135
Epoch 9472/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0293e-07 - accuracy: 1.0000 - val_loss: 14.6874 - val_accuracy: 0.3135
Epoch 9473/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0293e-07 - accuracy: 1.0000 - val_loss: 14.6878 - val_accuracy: 0.3135
Epoch 9474/10000
1/1 [==============================] - 0s 92ms/step - loss: 4.0293e-07 - accuracy: 1.0000 - val_loss: 14.6883 - val_accuracy: 0.3135
Epoch 9475/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0269e-07 - accuracy: 1.0000 - val_loss: 14.6888 - val_accuracy: 0.3135
Epoch 9476/10000
1/1 [==============================] - 0s 89ms/step - loss: 4.0197e-07 - accuracy: 1.0000 - val_loss: 14.6892 - val_accuracy: 0.3135
Epoch 9477/10000
1/1 [==============================] - 0s 93ms/step - loss: 4.0174e-07 - accuracy: 1.0000 - val_loss: 14.6897 - val_accuracy: 0.3134
Epoch 9478/10000
1/1 [==============================] - 0s 88ms/step - loss: 4.0150e-07 - accuracy: 1.0000 - val_loss: 14.6902 - val_accuracy: 0.3134
Epoch 9479/10000
1/1 [==============================] - 0s 86ms/step - loss: 4.0126e-07 - accuracy: 1.0000 - val_loss: 14.6907 - val_accuracy: 0.3134
Epoch 9480/10000
1/1 [==============================] - 0s 90ms/step - loss: 4.0078e-07 - accuracy: 1.0000 - val_loss: 14.6911 - val_accuracy: 0.3134
Epoch 9481/10000
1/1 [==============================] - 0s 95ms/step - loss: 4.0078e-07 - accuracy: 1.0000 - val_loss: 14.6916 - val_accuracy: 0.3134
Epoch 9482/10000
1/1 [==============================] - 0s 87ms/step - loss: 4.0054e-07 - accuracy: 1.0000 - val_loss: 14.6920 - val_accuracy: 0.3134
Epoch 9483/10000
1/1 [==============================] - 0s 94ms/step - loss: 4.0007e-07 - accuracy: 1.0000 - val_loss: 14.6926 - val_accuracy: 0.3134
Epoch 9484/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9959e-07 - accuracy: 1.0000 - val_loss: 14.6930 - val_accuracy: 0.3134
Epoch 9485/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.9935e-07 - accuracy: 1.0000 - val_loss: 14.6935 - val_accuracy: 0.3134
Epoch 9486/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.9935e-07 - accuracy: 1.0000 - val_loss: 14.6939 - val_accuracy: 0.3134
Epoch 9487/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.9935e-07 - accuracy: 1.0000 - val_loss: 14.6944 - val_accuracy: 0.3134
Epoch 9488/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.9935e-07 - accuracy: 1.0000 - val_loss: 14.6949 - val_accuracy: 0.3134
Epoch 9489/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.9887e-07 - accuracy: 1.0000 - val_loss: 14.6954 - val_accuracy: 0.3134
Epoch 9490/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.9840e-07 - accuracy: 1.0000 - val_loss: 14.6958 - val_accuracy: 0.3134
Epoch 9491/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.9816e-07 - accuracy: 1.0000 - val_loss: 14.6963 - val_accuracy: 0.3134
Epoch 9492/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.9792e-07 - accuracy: 1.0000 - val_loss: 14.6967 - val_accuracy: 0.3134
Epoch 9493/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.9792e-07 - accuracy: 1.0000 - val_loss: 14.6972 - val_accuracy: 0.3134
Epoch 9494/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9792e-07 - accuracy: 1.0000 - val_loss: 14.6977 - val_accuracy: 0.3134
Epoch 9495/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.9744e-07 - accuracy: 1.0000 - val_loss: 14.6982 - val_accuracy: 0.3134
Epoch 9496/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9768e-07 - accuracy: 1.0000 - val_loss: 14.6986 - val_accuracy: 0.3134
Epoch 9497/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.9721e-07 - accuracy: 1.0000 - val_loss: 14.6991 - val_accuracy: 0.3134
Epoch 9498/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.9721e-07 - accuracy: 1.0000 - val_loss: 14.6996 - val_accuracy: 0.3134
Epoch 9499/10000
1/1 [==============================] - 0s 110ms/step - loss: 3.9673e-07 - accuracy: 1.0000 - val_loss: 14.7000 - val_accuracy: 0.3134
Epoch 9500/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.9673e-07 - accuracy: 1.0000 - val_loss: 14.7005 - val_accuracy: 0.3134
Epoch 9501/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9649e-07 - accuracy: 1.0000 - val_loss: 14.7010 - val_accuracy: 0.3134
Epoch 9502/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.9625e-07 - accuracy: 1.0000 - val_loss: 14.7015 - val_accuracy: 0.3134
Epoch 9503/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9625e-07 - accuracy: 1.0000 - val_loss: 14.7019 - val_accuracy: 0.3134
Epoch 9504/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9601e-07 - accuracy: 1.0000 - val_loss: 14.7024 - val_accuracy: 0.3134
Epoch 9505/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.9601e-07 - accuracy: 1.0000 - val_loss: 14.7029 - val_accuracy: 0.3134
Epoch 9506/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9601e-07 - accuracy: 1.0000 - val_loss: 14.7034 - val_accuracy: 0.3134
Epoch 9507/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9601e-07 - accuracy: 1.0000 - val_loss: 14.7038 - val_accuracy: 0.3133
Epoch 9508/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.9601e-07 - accuracy: 1.0000 - val_loss: 14.7043 - val_accuracy: 0.3134
Epoch 9509/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9506e-07 - accuracy: 1.0000 - val_loss: 14.7048 - val_accuracy: 0.3134
Epoch 9510/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9458e-07 - accuracy: 1.0000 - val_loss: 14.7052 - val_accuracy: 0.3134
Epoch 9511/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.9434e-07 - accuracy: 1.0000 - val_loss: 14.7057 - val_accuracy: 0.3134
Epoch 9512/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9434e-07 - accuracy: 1.0000 - val_loss: 14.7062 - val_accuracy: 0.3134
Epoch 9513/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.9411e-07 - accuracy: 1.0000 - val_loss: 14.7067 - val_accuracy: 0.3134
Epoch 9514/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9411e-07 - accuracy: 1.0000 - val_loss: 14.7072 - val_accuracy: 0.3134
Epoch 9515/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.9387e-07 - accuracy: 1.0000 - val_loss: 14.7076 - val_accuracy: 0.3134
Epoch 9516/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.9363e-07 - accuracy: 1.0000 - val_loss: 14.7081 - val_accuracy: 0.3134
Epoch 9517/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9339e-07 - accuracy: 1.0000 - val_loss: 14.7085 - val_accuracy: 0.3134
Epoch 9518/10000
1/1 [==============================] - 0s 99ms/step - loss: 3.9291e-07 - accuracy: 1.0000 - val_loss: 14.7090 - val_accuracy: 0.3134
Epoch 9519/10000
1/1 [==============================] - 0s 100ms/step - loss: 3.9291e-07 - accuracy: 1.0000 - val_loss: 14.7095 - val_accuracy: 0.3134
Epoch 9520/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.9315e-07 - accuracy: 1.0000 - val_loss: 14.7099 - val_accuracy: 0.3134
Epoch 9521/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.9315e-07 - accuracy: 1.0000 - val_loss: 14.7104 - val_accuracy: 0.3134
Epoch 9522/10000
1/1 [==============================] - 0s 109ms/step - loss: 3.9291e-07 - accuracy: 1.0000 - val_loss: 14.7109 - val_accuracy: 0.3133
Epoch 9523/10000
1/1 [==============================] - 0s 115ms/step - loss: 3.9268e-07 - accuracy: 1.0000 - val_loss: 14.7113 - val_accuracy: 0.3133
Epoch 9524/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.9220e-07 - accuracy: 1.0000 - val_loss: 14.7118 - val_accuracy: 0.3134
Epoch 9525/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9196e-07 - accuracy: 1.0000 - val_loss: 14.7123 - val_accuracy: 0.3134
Epoch 9526/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.9244e-07 - accuracy: 1.0000 - val_loss: 14.7128 - val_accuracy: 0.3134
Epoch 9527/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.9220e-07 - accuracy: 1.0000 - val_loss: 14.7133 - val_accuracy: 0.3134
Epoch 9528/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.9196e-07 - accuracy: 1.0000 - val_loss: 14.7138 - val_accuracy: 0.3134
Epoch 9529/10000
1/1 [==============================] - 0s 97ms/step - loss: 3.9196e-07 - accuracy: 1.0000 - val_loss: 14.7142 - val_accuracy: 0.3134
Epoch 9530/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.9172e-07 - accuracy: 1.0000 - val_loss: 14.7147 - val_accuracy: 0.3134
Epoch 9531/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.9172e-07 - accuracy: 1.0000 - val_loss: 14.7151 - val_accuracy: 0.3134
Epoch 9532/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.9172e-07 - accuracy: 1.0000 - val_loss: 14.7156 - val_accuracy: 0.3134
Epoch 9533/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.9148e-07 - accuracy: 1.0000 - val_loss: 14.7161 - val_accuracy: 0.3134
Epoch 9534/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.9077e-07 - accuracy: 1.0000 - val_loss: 14.7166 - val_accuracy: 0.3134
Epoch 9535/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.9005e-07 - accuracy: 1.0000 - val_loss: 14.7171 - val_accuracy: 0.3134
Epoch 9536/10000
1/1 [==============================] - 0s 102ms/step - loss: 3.9053e-07 - accuracy: 1.0000 - val_loss: 14.7175 - val_accuracy: 0.3134
Epoch 9537/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.8981e-07 - accuracy: 1.0000 - val_loss: 14.7180 - val_accuracy: 0.3134
Epoch 9538/10000
1/1 [==============================] - 0s 106ms/step - loss: 3.8910e-07 - accuracy: 1.0000 - val_loss: 14.7185 - val_accuracy: 0.3134
Epoch 9539/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.8886e-07 - accuracy: 1.0000 - val_loss: 14.7190 - val_accuracy: 0.3134
Epoch 9540/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.8862e-07 - accuracy: 1.0000 - val_loss: 14.7195 - val_accuracy: 0.3134
Epoch 9541/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.8862e-07 - accuracy: 1.0000 - val_loss: 14.7200 - val_accuracy: 0.3134
Epoch 9542/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8791e-07 - accuracy: 1.0000 - val_loss: 14.7205 - val_accuracy: 0.3134
Epoch 9543/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.8743e-07 - accuracy: 1.0000 - val_loss: 14.7209 - val_accuracy: 0.3134
Epoch 9544/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.8719e-07 - accuracy: 1.0000 - val_loss: 14.7214 - val_accuracy: 0.3134
Epoch 9545/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.8695e-07 - accuracy: 1.0000 - val_loss: 14.7218 - val_accuracy: 0.3134
Epoch 9546/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8648e-07 - accuracy: 1.0000 - val_loss: 14.7223 - val_accuracy: 0.3134
Epoch 9547/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.8671e-07 - accuracy: 1.0000 - val_loss: 14.7228 - val_accuracy: 0.3134
Epoch 9548/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8671e-07 - accuracy: 1.0000 - val_loss: 14.7233 - val_accuracy: 0.3134
Epoch 9549/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.8624e-07 - accuracy: 1.0000 - val_loss: 14.7238 - val_accuracy: 0.3134
Epoch 9550/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.8600e-07 - accuracy: 1.0000 - val_loss: 14.7242 - val_accuracy: 0.3134
Epoch 9551/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8600e-07 - accuracy: 1.0000 - val_loss: 14.7247 - val_accuracy: 0.3134
Epoch 9552/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.8576e-07 - accuracy: 1.0000 - val_loss: 14.7251 - val_accuracy: 0.3134
Epoch 9553/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8576e-07 - accuracy: 1.0000 - val_loss: 14.7256 - val_accuracy: 0.3134
Epoch 9554/10000
1/1 [==============================] - 0s 100ms/step - loss: 3.8528e-07 - accuracy: 1.0000 - val_loss: 14.7261 - val_accuracy: 0.3134
Epoch 9555/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.8505e-07 - accuracy: 1.0000 - val_loss: 14.7266 - val_accuracy: 0.3134
Epoch 9556/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8481e-07 - accuracy: 1.0000 - val_loss: 14.7270 - val_accuracy: 0.3134
Epoch 9557/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8433e-07 - accuracy: 1.0000 - val_loss: 14.7275 - val_accuracy: 0.3134
Epoch 9558/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.8433e-07 - accuracy: 1.0000 - val_loss: 14.7279 - val_accuracy: 0.3134
Epoch 9559/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.8314e-07 - accuracy: 1.0000 - val_loss: 14.7284 - val_accuracy: 0.3134
Epoch 9560/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8338e-07 - accuracy: 1.0000 - val_loss: 14.7289 - val_accuracy: 0.3134
Epoch 9561/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8266e-07 - accuracy: 1.0000 - val_loss: 14.7294 - val_accuracy: 0.3134
Epoch 9562/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.8242e-07 - accuracy: 1.0000 - val_loss: 14.7299 - val_accuracy: 0.3134
Epoch 9563/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.8266e-07 - accuracy: 1.0000 - val_loss: 14.7303 - val_accuracy: 0.3134
Epoch 9564/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.8242e-07 - accuracy: 1.0000 - val_loss: 14.7307 - val_accuracy: 0.3134
Epoch 9565/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8242e-07 - accuracy: 1.0000 - val_loss: 14.7312 - val_accuracy: 0.3134
Epoch 9566/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8171e-07 - accuracy: 1.0000 - val_loss: 14.7316 - val_accuracy: 0.3134
Epoch 9567/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.8123e-07 - accuracy: 1.0000 - val_loss: 14.7321 - val_accuracy: 0.3134
Epoch 9568/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.8147e-07 - accuracy: 1.0000 - val_loss: 14.7326 - val_accuracy: 0.3134
Epoch 9569/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.8099e-07 - accuracy: 1.0000 - val_loss: 14.7330 - val_accuracy: 0.3134
Epoch 9570/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.8099e-07 - accuracy: 1.0000 - val_loss: 14.7335 - val_accuracy: 0.3134
Epoch 9571/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.8052e-07 - accuracy: 1.0000 - val_loss: 14.7339 - val_accuracy: 0.3134
Epoch 9572/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.8052e-07 - accuracy: 1.0000 - val_loss: 14.7344 - val_accuracy: 0.3134
Epoch 9573/10000
1/1 [==============================] - 0s 98ms/step - loss: 3.8052e-07 - accuracy: 1.0000 - val_loss: 14.7349 - val_accuracy: 0.3134
Epoch 9574/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.7932e-07 - accuracy: 1.0000 - val_loss: 14.7353 - val_accuracy: 0.3134
Epoch 9575/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7932e-07 - accuracy: 1.0000 - val_loss: 14.7358 - val_accuracy: 0.3134
Epoch 9576/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.7956e-07 - accuracy: 1.0000 - val_loss: 14.7362 - val_accuracy: 0.3134
Epoch 9577/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7956e-07 - accuracy: 1.0000 - val_loss: 14.7366 - val_accuracy: 0.3133
Epoch 9578/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7932e-07 - accuracy: 1.0000 - val_loss: 14.7371 - val_accuracy: 0.3133
Epoch 9579/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7885e-07 - accuracy: 1.0000 - val_loss: 14.7376 - val_accuracy: 0.3133
Epoch 9580/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.7885e-07 - accuracy: 1.0000 - val_loss: 14.7381 - val_accuracy: 0.3133
Epoch 9581/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7885e-07 - accuracy: 1.0000 - val_loss: 14.7385 - val_accuracy: 0.3133
Epoch 9582/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7885e-07 - accuracy: 1.0000 - val_loss: 14.7389 - val_accuracy: 0.3133
Epoch 9583/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7861e-07 - accuracy: 1.0000 - val_loss: 14.7394 - val_accuracy: 0.3133
Epoch 9584/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7837e-07 - accuracy: 1.0000 - val_loss: 14.7399 - val_accuracy: 0.3133
Epoch 9585/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.7789e-07 - accuracy: 1.0000 - val_loss: 14.7404 - val_accuracy: 0.3133
Epoch 9586/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.7718e-07 - accuracy: 1.0000 - val_loss: 14.7408 - val_accuracy: 0.3133
Epoch 9587/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7742e-07 - accuracy: 1.0000 - val_loss: 14.7413 - val_accuracy: 0.3133
Epoch 9588/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7765e-07 - accuracy: 1.0000 - val_loss: 14.7417 - val_accuracy: 0.3133
Epoch 9589/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.7742e-07 - accuracy: 1.0000 - val_loss: 14.7422 - val_accuracy: 0.3133
Epoch 9590/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7718e-07 - accuracy: 1.0000 - val_loss: 14.7427 - val_accuracy: 0.3133
Epoch 9591/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7694e-07 - accuracy: 1.0000 - val_loss: 14.7432 - val_accuracy: 0.3133
Epoch 9592/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7646e-07 - accuracy: 1.0000 - val_loss: 14.7437 - val_accuracy: 0.3133
Epoch 9593/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7622e-07 - accuracy: 1.0000 - val_loss: 14.7441 - val_accuracy: 0.3133
Epoch 9594/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.7622e-07 - accuracy: 1.0000 - val_loss: 14.7446 - val_accuracy: 0.3133
Epoch 9595/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7527e-07 - accuracy: 1.0000 - val_loss: 14.7450 - val_accuracy: 0.3133
Epoch 9596/10000
1/1 [==============================] - 0s 98ms/step - loss: 3.7527e-07 - accuracy: 1.0000 - val_loss: 14.7454 - val_accuracy: 0.3133
Epoch 9597/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7527e-07 - accuracy: 1.0000 - val_loss: 14.7459 - val_accuracy: 0.3133
Epoch 9598/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.7551e-07 - accuracy: 1.0000 - val_loss: 14.7464 - val_accuracy: 0.3133
Epoch 9599/10000
1/1 [==============================] - 0s 105ms/step - loss: 3.7575e-07 - accuracy: 1.0000 - val_loss: 14.7469 - val_accuracy: 0.3133
Epoch 9600/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7599e-07 - accuracy: 1.0000 - val_loss: 14.7474 - val_accuracy: 0.3133
Epoch 9601/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7551e-07 - accuracy: 1.0000 - val_loss: 14.7478 - val_accuracy: 0.3133
Epoch 9602/10000
1/1 [==============================] - 0s 102ms/step - loss: 3.7527e-07 - accuracy: 1.0000 - val_loss: 14.7483 - val_accuracy: 0.3133
Epoch 9603/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.7527e-07 - accuracy: 1.0000 - val_loss: 14.7488 - val_accuracy: 0.3133
Epoch 9604/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7503e-07 - accuracy: 1.0000 - val_loss: 14.7493 - val_accuracy: 0.3133
Epoch 9605/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.7479e-07 - accuracy: 1.0000 - val_loss: 14.7497 - val_accuracy: 0.3134
Epoch 9606/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.7503e-07 - accuracy: 1.0000 - val_loss: 14.7502 - val_accuracy: 0.3134
Epoch 9607/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.7479e-07 - accuracy: 1.0000 - val_loss: 14.7507 - val_accuracy: 0.3134
Epoch 9608/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.7479e-07 - accuracy: 1.0000 - val_loss: 14.7511 - val_accuracy: 0.3135
Epoch 9609/10000
1/1 [==============================] - 0s 101ms/step - loss: 3.7479e-07 - accuracy: 1.0000 - val_loss: 14.7516 - val_accuracy: 0.3134
Epoch 9610/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7479e-07 - accuracy: 1.0000 - val_loss: 14.7520 - val_accuracy: 0.3135
Epoch 9611/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7456e-07 - accuracy: 1.0000 - val_loss: 14.7525 - val_accuracy: 0.3135
Epoch 9612/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7432e-07 - accuracy: 1.0000 - val_loss: 14.7530 - val_accuracy: 0.3135
Epoch 9613/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7432e-07 - accuracy: 1.0000 - val_loss: 14.7535 - val_accuracy: 0.3135
Epoch 9614/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7336e-07 - accuracy: 1.0000 - val_loss: 14.7540 - val_accuracy: 0.3135
Epoch 9615/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7289e-07 - accuracy: 1.0000 - val_loss: 14.7544 - val_accuracy: 0.3135
Epoch 9616/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7193e-07 - accuracy: 1.0000 - val_loss: 14.7549 - val_accuracy: 0.3135
Epoch 9617/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7098e-07 - accuracy: 1.0000 - val_loss: 14.7554 - val_accuracy: 0.3135
Epoch 9618/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.7074e-07 - accuracy: 1.0000 - val_loss: 14.7559 - val_accuracy: 0.3135
Epoch 9619/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.7026e-07 - accuracy: 1.0000 - val_loss: 14.7563 - val_accuracy: 0.3135
Epoch 9620/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.7003e-07 - accuracy: 1.0000 - val_loss: 14.7568 - val_accuracy: 0.3135
Epoch 9621/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.7026e-07 - accuracy: 1.0000 - val_loss: 14.7573 - val_accuracy: 0.3135
Epoch 9622/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.7003e-07 - accuracy: 1.0000 - val_loss: 14.7577 - val_accuracy: 0.3135
Epoch 9623/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.6979e-07 - accuracy: 1.0000 - val_loss: 14.7582 - val_accuracy: 0.3135
Epoch 9624/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.6979e-07 - accuracy: 1.0000 - val_loss: 14.7587 - val_accuracy: 0.3135
Epoch 9625/10000
1/1 [==============================] - 0s 101ms/step - loss: 3.6955e-07 - accuracy: 1.0000 - val_loss: 14.7592 - val_accuracy: 0.3135
Epoch 9626/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.6907e-07 - accuracy: 1.0000 - val_loss: 14.7597 - val_accuracy: 0.3135
Epoch 9627/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.6859e-07 - accuracy: 1.0000 - val_loss: 14.7601 - val_accuracy: 0.3135
Epoch 9628/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.6859e-07 - accuracy: 1.0000 - val_loss: 14.7606 - val_accuracy: 0.3136
Epoch 9629/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.6740e-07 - accuracy: 1.0000 - val_loss: 14.7610 - val_accuracy: 0.3135
Epoch 9630/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6740e-07 - accuracy: 1.0000 - val_loss: 14.7615 - val_accuracy: 0.3135
Epoch 9631/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.6740e-07 - accuracy: 1.0000 - val_loss: 14.7620 - val_accuracy: 0.3135
Epoch 9632/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.6716e-07 - accuracy: 1.0000 - val_loss: 14.7624 - val_accuracy: 0.3135
Epoch 9633/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.6693e-07 - accuracy: 1.0000 - val_loss: 14.7629 - val_accuracy: 0.3135
Epoch 9634/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.6669e-07 - accuracy: 1.0000 - val_loss: 14.7634 - val_accuracy: 0.3136
Epoch 9635/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7639 - val_accuracy: 0.3136
Epoch 9636/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7643 - val_accuracy: 0.3136
Epoch 9637/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7648 - val_accuracy: 0.3136
Epoch 9638/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7652 - val_accuracy: 0.3135
Epoch 9639/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7657 - val_accuracy: 0.3134
Epoch 9640/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7662 - val_accuracy: 0.3134
Epoch 9641/10000
1/1 [==============================] - 0s 98ms/step - loss: 3.6597e-07 - accuracy: 1.0000 - val_loss: 14.7667 - val_accuracy: 0.3136
Epoch 9642/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6550e-07 - accuracy: 1.0000 - val_loss: 14.7671 - val_accuracy: 0.3135
Epoch 9643/10000
1/1 [==============================] - 0s 98ms/step - loss: 3.6526e-07 - accuracy: 1.0000 - val_loss: 14.7675 - val_accuracy: 0.3135
Epoch 9644/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.6502e-07 - accuracy: 1.0000 - val_loss: 14.7680 - val_accuracy: 0.3135
Epoch 9645/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.6502e-07 - accuracy: 1.0000 - val_loss: 14.7685 - val_accuracy: 0.3135
Epoch 9646/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.6502e-07 - accuracy: 1.0000 - val_loss: 14.7690 - val_accuracy: 0.3135
Epoch 9647/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.6454e-07 - accuracy: 1.0000 - val_loss: 14.7694 - val_accuracy: 0.3134
Epoch 9648/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6430e-07 - accuracy: 1.0000 - val_loss: 14.7699 - val_accuracy: 0.3134
Epoch 9649/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.6454e-07 - accuracy: 1.0000 - val_loss: 14.7704 - val_accuracy: 0.3134
Epoch 9650/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6430e-07 - accuracy: 1.0000 - val_loss: 14.7708 - val_accuracy: 0.3135
Epoch 9651/10000
1/1 [==============================] - 0s 99ms/step - loss: 3.6406e-07 - accuracy: 1.0000 - val_loss: 14.7713 - val_accuracy: 0.3135
Epoch 9652/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.6359e-07 - accuracy: 1.0000 - val_loss: 14.7718 - val_accuracy: 0.3135
Epoch 9653/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.6335e-07 - accuracy: 1.0000 - val_loss: 14.7722 - val_accuracy: 0.3135
Epoch 9654/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6287e-07 - accuracy: 1.0000 - val_loss: 14.7727 - val_accuracy: 0.3135
Epoch 9655/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.6263e-07 - accuracy: 1.0000 - val_loss: 14.7732 - val_accuracy: 0.3135
Epoch 9656/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.6287e-07 - accuracy: 1.0000 - val_loss: 14.7737 - val_accuracy: 0.3134
Epoch 9657/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.6192e-07 - accuracy: 1.0000 - val_loss: 14.7741 - val_accuracy: 0.3134
Epoch 9658/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6192e-07 - accuracy: 1.0000 - val_loss: 14.7746 - val_accuracy: 0.3134
Epoch 9659/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.6192e-07 - accuracy: 1.0000 - val_loss: 14.7751 - val_accuracy: 0.3134
Epoch 9660/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.6144e-07 - accuracy: 1.0000 - val_loss: 14.7756 - val_accuracy: 0.3134
Epoch 9661/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.6168e-07 - accuracy: 1.0000 - val_loss: 14.7761 - val_accuracy: 0.3134
Epoch 9662/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.6144e-07 - accuracy: 1.0000 - val_loss: 14.7765 - val_accuracy: 0.3134
Epoch 9663/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.6120e-07 - accuracy: 1.0000 - val_loss: 14.7770 - val_accuracy: 0.3134
Epoch 9664/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.6073e-07 - accuracy: 1.0000 - val_loss: 14.7775 - val_accuracy: 0.3135
Epoch 9665/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.6073e-07 - accuracy: 1.0000 - val_loss: 14.7779 - val_accuracy: 0.3135
Epoch 9666/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.6001e-07 - accuracy: 1.0000 - val_loss: 14.7784 - val_accuracy: 0.3135
Epoch 9667/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.5954e-07 - accuracy: 1.0000 - val_loss: 14.7789 - val_accuracy: 0.3135
Epoch 9668/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.5954e-07 - accuracy: 1.0000 - val_loss: 14.7794 - val_accuracy: 0.3135
Epoch 9669/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5954e-07 - accuracy: 1.0000 - val_loss: 14.7798 - val_accuracy: 0.3136
Epoch 9670/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5906e-07 - accuracy: 1.0000 - val_loss: 14.7803 - val_accuracy: 0.3136
Epoch 9671/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5906e-07 - accuracy: 1.0000 - val_loss: 14.7808 - val_accuracy: 0.3136
Epoch 9672/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5906e-07 - accuracy: 1.0000 - val_loss: 14.7812 - val_accuracy: 0.3136
Epoch 9673/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.5906e-07 - accuracy: 1.0000 - val_loss: 14.7817 - val_accuracy: 0.3136
Epoch 9674/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5882e-07 - accuracy: 1.0000 - val_loss: 14.7822 - val_accuracy: 0.3136
Epoch 9675/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5882e-07 - accuracy: 1.0000 - val_loss: 14.7827 - val_accuracy: 0.3136
Epoch 9676/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5810e-07 - accuracy: 1.0000 - val_loss: 14.7831 - val_accuracy: 0.3135
Epoch 9677/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5810e-07 - accuracy: 1.0000 - val_loss: 14.7836 - val_accuracy: 0.3136
Epoch 9678/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5787e-07 - accuracy: 1.0000 - val_loss: 14.7841 - val_accuracy: 0.3136
Epoch 9679/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5763e-07 - accuracy: 1.0000 - val_loss: 14.7846 - val_accuracy: 0.3136
Epoch 9680/10000
1/1 [==============================] - 0s 108ms/step - loss: 3.5715e-07 - accuracy: 1.0000 - val_loss: 14.7850 - val_accuracy: 0.3136
Epoch 9681/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5691e-07 - accuracy: 1.0000 - val_loss: 14.7855 - val_accuracy: 0.3136
Epoch 9682/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5596e-07 - accuracy: 1.0000 - val_loss: 14.7860 - val_accuracy: 0.3136
Epoch 9683/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5596e-07 - accuracy: 1.0000 - val_loss: 14.7864 - val_accuracy: 0.3135
Epoch 9684/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5524e-07 - accuracy: 1.0000 - val_loss: 14.7869 - val_accuracy: 0.3136
Epoch 9685/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5453e-07 - accuracy: 1.0000 - val_loss: 14.7873 - val_accuracy: 0.3136
Epoch 9686/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5477e-07 - accuracy: 1.0000 - val_loss: 14.7878 - val_accuracy: 0.3136
Epoch 9687/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5405e-07 - accuracy: 1.0000 - val_loss: 14.7883 - val_accuracy: 0.3136
Epoch 9688/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7888 - val_accuracy: 0.3136
Epoch 9689/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7892 - val_accuracy: 0.3136
Epoch 9690/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5405e-07 - accuracy: 1.0000 - val_loss: 14.7897 - val_accuracy: 0.3135
Epoch 9691/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5405e-07 - accuracy: 1.0000 - val_loss: 14.7901 - val_accuracy: 0.3136
Epoch 9692/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7906 - val_accuracy: 0.3136
Epoch 9693/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7911 - val_accuracy: 0.3136
Epoch 9694/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.5405e-07 - accuracy: 1.0000 - val_loss: 14.7915 - val_accuracy: 0.3136
Epoch 9695/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5405e-07 - accuracy: 1.0000 - val_loss: 14.7919 - val_accuracy: 0.3136
Epoch 9696/10000
1/1 [==============================] - 0s 97ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7924 - val_accuracy: 0.3136
Epoch 9697/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7929 - val_accuracy: 0.3136
Epoch 9698/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.5381e-07 - accuracy: 1.0000 - val_loss: 14.7934 - val_accuracy: 0.3136
Epoch 9699/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5310e-07 - accuracy: 1.0000 - val_loss: 14.7939 - val_accuracy: 0.3136
Epoch 9700/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5262e-07 - accuracy: 1.0000 - val_loss: 14.7943 - val_accuracy: 0.3136
Epoch 9701/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.5238e-07 - accuracy: 1.0000 - val_loss: 14.7948 - val_accuracy: 0.3136
Epoch 9702/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.5262e-07 - accuracy: 1.0000 - val_loss: 14.7952 - val_accuracy: 0.3136
Epoch 9703/10000
1/1 [==============================] - 0s 101ms/step - loss: 3.5214e-07 - accuracy: 1.0000 - val_loss: 14.7957 - val_accuracy: 0.3136
Epoch 9704/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.5238e-07 - accuracy: 1.0000 - val_loss: 14.7962 - val_accuracy: 0.3136
Epoch 9705/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.5214e-07 - accuracy: 1.0000 - val_loss: 14.7967 - val_accuracy: 0.3136
Epoch 9706/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.5167e-07 - accuracy: 1.0000 - val_loss: 14.7971 - val_accuracy: 0.3136
Epoch 9707/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.5071e-07 - accuracy: 1.0000 - val_loss: 14.7976 - val_accuracy: 0.3136
Epoch 9708/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5048e-07 - accuracy: 1.0000 - val_loss: 14.7980 - val_accuracy: 0.3136
Epoch 9709/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.5071e-07 - accuracy: 1.0000 - val_loss: 14.7985 - val_accuracy: 0.3136
Epoch 9710/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.5048e-07 - accuracy: 1.0000 - val_loss: 14.7990 - val_accuracy: 0.3136
Epoch 9711/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.5000e-07 - accuracy: 1.0000 - val_loss: 14.7995 - val_accuracy: 0.3136
Epoch 9712/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.4928e-07 - accuracy: 1.0000 - val_loss: 14.7999 - val_accuracy: 0.3136
Epoch 9713/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.4952e-07 - accuracy: 1.0000 - val_loss: 14.8003 - val_accuracy: 0.3136
Epoch 9714/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4976e-07 - accuracy: 1.0000 - val_loss: 14.8008 - val_accuracy: 0.3135
Epoch 9715/10000
1/1 [==============================] - 0s 99ms/step - loss: 3.4881e-07 - accuracy: 1.0000 - val_loss: 14.8014 - val_accuracy: 0.3136
Epoch 9716/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.4785e-07 - accuracy: 1.0000 - val_loss: 14.8018 - val_accuracy: 0.3136
Epoch 9717/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.4809e-07 - accuracy: 1.0000 - val_loss: 14.8023 - val_accuracy: 0.3136
Epoch 9718/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.4761e-07 - accuracy: 1.0000 - val_loss: 14.8027 - val_accuracy: 0.3134
Epoch 9719/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4738e-07 - accuracy: 1.0000 - val_loss: 14.8032 - val_accuracy: 0.3134
Epoch 9720/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.4690e-07 - accuracy: 1.0000 - val_loss: 14.8037 - val_accuracy: 0.3135
Epoch 9721/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.4666e-07 - accuracy: 1.0000 - val_loss: 14.8041 - val_accuracy: 0.3135
Epoch 9722/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.4618e-07 - accuracy: 1.0000 - val_loss: 14.8046 - val_accuracy: 0.3135
Epoch 9723/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.4642e-07 - accuracy: 1.0000 - val_loss: 14.8051 - val_accuracy: 0.3135
Epoch 9724/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.4642e-07 - accuracy: 1.0000 - val_loss: 14.8055 - val_accuracy: 0.3135
Epoch 9725/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.4642e-07 - accuracy: 1.0000 - val_loss: 14.8060 - val_accuracy: 0.3135
Epoch 9726/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4595e-07 - accuracy: 1.0000 - val_loss: 14.8064 - val_accuracy: 0.3135
Epoch 9727/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.4595e-07 - accuracy: 1.0000 - val_loss: 14.8069 - val_accuracy: 0.3135
Epoch 9728/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.4571e-07 - accuracy: 1.0000 - val_loss: 14.8074 - val_accuracy: 0.3135
Epoch 9729/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.4523e-07 - accuracy: 1.0000 - val_loss: 14.8079 - val_accuracy: 0.3135
Epoch 9730/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.4428e-07 - accuracy: 1.0000 - val_loss: 14.8083 - val_accuracy: 0.3135
Epoch 9731/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.4404e-07 - accuracy: 1.0000 - val_loss: 14.8087 - val_accuracy: 0.3135
Epoch 9732/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4380e-07 - accuracy: 1.0000 - val_loss: 14.8092 - val_accuracy: 0.3135
Epoch 9733/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4332e-07 - accuracy: 1.0000 - val_loss: 14.8097 - val_accuracy: 0.3135
Epoch 9734/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4356e-07 - accuracy: 1.0000 - val_loss: 14.8102 - val_accuracy: 0.3135
Epoch 9735/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.4308e-07 - accuracy: 1.0000 - val_loss: 14.8107 - val_accuracy: 0.3135
Epoch 9736/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.4332e-07 - accuracy: 1.0000 - val_loss: 14.8111 - val_accuracy: 0.3135
Epoch 9737/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.4261e-07 - accuracy: 1.0000 - val_loss: 14.8115 - val_accuracy: 0.3135
Epoch 9738/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4261e-07 - accuracy: 1.0000 - val_loss: 14.8120 - val_accuracy: 0.3135
Epoch 9739/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4237e-07 - accuracy: 1.0000 - val_loss: 14.8125 - val_accuracy: 0.3135
Epoch 9740/10000
1/1 [==============================] - 0s 104ms/step - loss: 3.4237e-07 - accuracy: 1.0000 - val_loss: 14.8130 - val_accuracy: 0.3135
Epoch 9741/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.4165e-07 - accuracy: 1.0000 - val_loss: 14.8134 - val_accuracy: 0.3135
Epoch 9742/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.4189e-07 - accuracy: 1.0000 - val_loss: 14.8138 - val_accuracy: 0.3135
Epoch 9743/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.4213e-07 - accuracy: 1.0000 - val_loss: 14.8143 - val_accuracy: 0.3135
Epoch 9744/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.4213e-07 - accuracy: 1.0000 - val_loss: 14.8147 - val_accuracy: 0.3135
Epoch 9745/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4165e-07 - accuracy: 1.0000 - val_loss: 14.8152 - val_accuracy: 0.3135
Epoch 9746/10000
1/1 [==============================] - 0s 103ms/step - loss: 3.4142e-07 - accuracy: 1.0000 - val_loss: 14.8157 - val_accuracy: 0.3135
Epoch 9747/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4142e-07 - accuracy: 1.0000 - val_loss: 14.8162 - val_accuracy: 0.3135
Epoch 9748/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4094e-07 - accuracy: 1.0000 - val_loss: 14.8166 - val_accuracy: 0.3135
Epoch 9749/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.4094e-07 - accuracy: 1.0000 - val_loss: 14.8171 - val_accuracy: 0.3135
Epoch 9750/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4094e-07 - accuracy: 1.0000 - val_loss: 14.8175 - val_accuracy: 0.3135
Epoch 9751/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.3998e-07 - accuracy: 1.0000 - val_loss: 14.8180 - val_accuracy: 0.3135
Epoch 9752/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3975e-07 - accuracy: 1.0000 - val_loss: 14.8185 - val_accuracy: 0.3135
Epoch 9753/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.4022e-07 - accuracy: 1.0000 - val_loss: 14.8189 - val_accuracy: 0.3136
Epoch 9754/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.4046e-07 - accuracy: 1.0000 - val_loss: 14.8193 - val_accuracy: 0.3136
Epoch 9755/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.4046e-07 - accuracy: 1.0000 - val_loss: 14.8198 - val_accuracy: 0.3135
Epoch 9756/10000
1/1 [==============================] - 0s 100ms/step - loss: 3.3951e-07 - accuracy: 1.0000 - val_loss: 14.8203 - val_accuracy: 0.3135
Epoch 9757/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3903e-07 - accuracy: 1.0000 - val_loss: 14.8208 - val_accuracy: 0.3135
Epoch 9758/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.3951e-07 - accuracy: 1.0000 - val_loss: 14.8212 - val_accuracy: 0.3135
Epoch 9759/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3903e-07 - accuracy: 1.0000 - val_loss: 14.8217 - val_accuracy: 0.3135
Epoch 9760/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3855e-07 - accuracy: 1.0000 - val_loss: 14.8221 - val_accuracy: 0.3135
Epoch 9761/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3855e-07 - accuracy: 1.0000 - val_loss: 14.8225 - val_accuracy: 0.3135
Epoch 9762/10000
1/1 [==============================] - 0s 105ms/step - loss: 3.3855e-07 - accuracy: 1.0000 - val_loss: 14.8230 - val_accuracy: 0.3135
Epoch 9763/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.3808e-07 - accuracy: 1.0000 - val_loss: 14.8235 - val_accuracy: 0.3135
Epoch 9764/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.3784e-07 - accuracy: 1.0000 - val_loss: 14.8240 - val_accuracy: 0.3135
Epoch 9765/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3832e-07 - accuracy: 1.0000 - val_loss: 14.8244 - val_accuracy: 0.3135
Epoch 9766/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.3808e-07 - accuracy: 1.0000 - val_loss: 14.8249 - val_accuracy: 0.3135
Epoch 9767/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.3784e-07 - accuracy: 1.0000 - val_loss: 14.8253 - val_accuracy: 0.3135
Epoch 9768/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3641e-07 - accuracy: 1.0000 - val_loss: 14.8258 - val_accuracy: 0.3135
Epoch 9769/10000
1/1 [==============================] - 0s 108ms/step - loss: 3.3641e-07 - accuracy: 1.0000 - val_loss: 14.8262 - val_accuracy: 0.3135
Epoch 9770/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.3665e-07 - accuracy: 1.0000 - val_loss: 14.8267 - val_accuracy: 0.3135
Epoch 9771/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3545e-07 - accuracy: 1.0000 - val_loss: 14.8272 - val_accuracy: 0.3135
Epoch 9772/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3569e-07 - accuracy: 1.0000 - val_loss: 14.8277 - val_accuracy: 0.3135
Epoch 9773/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.3522e-07 - accuracy: 1.0000 - val_loss: 14.8281 - val_accuracy: 0.3135
Epoch 9774/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3498e-07 - accuracy: 1.0000 - val_loss: 14.8286 - val_accuracy: 0.3135
Epoch 9775/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.3498e-07 - accuracy: 1.0000 - val_loss: 14.8290 - val_accuracy: 0.3135
Epoch 9776/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.3498e-07 - accuracy: 1.0000 - val_loss: 14.8295 - val_accuracy: 0.3135
Epoch 9777/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.3474e-07 - accuracy: 1.0000 - val_loss: 14.8300 - val_accuracy: 0.3135
Epoch 9778/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.3474e-07 - accuracy: 1.0000 - val_loss: 14.8304 - val_accuracy: 0.3135
Epoch 9779/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3450e-07 - accuracy: 1.0000 - val_loss: 14.8309 - val_accuracy: 0.3135
Epoch 9780/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.3450e-07 - accuracy: 1.0000 - val_loss: 14.8313 - val_accuracy: 0.3135
Epoch 9781/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.3450e-07 - accuracy: 1.0000 - val_loss: 14.8317 - val_accuracy: 0.3135
Epoch 9782/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.3474e-07 - accuracy: 1.0000 - val_loss: 14.8322 - val_accuracy: 0.3135
Epoch 9783/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3474e-07 - accuracy: 1.0000 - val_loss: 14.8327 - val_accuracy: 0.3135
Epoch 9784/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3474e-07 - accuracy: 1.0000 - val_loss: 14.8331 - val_accuracy: 0.3135
Epoch 9785/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3402e-07 - accuracy: 1.0000 - val_loss: 14.8336 - val_accuracy: 0.3135
Epoch 9786/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3402e-07 - accuracy: 1.0000 - val_loss: 14.8340 - val_accuracy: 0.3135
Epoch 9787/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.3355e-07 - accuracy: 1.0000 - val_loss: 14.8344 - val_accuracy: 0.3135
Epoch 9788/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3355e-07 - accuracy: 1.0000 - val_loss: 14.8349 - val_accuracy: 0.3135
Epoch 9789/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3355e-07 - accuracy: 1.0000 - val_loss: 14.8354 - val_accuracy: 0.3135
Epoch 9790/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.3355e-07 - accuracy: 1.0000 - val_loss: 14.8359 - val_accuracy: 0.3135
Epoch 9791/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3236e-07 - accuracy: 1.0000 - val_loss: 14.8363 - val_accuracy: 0.3135
Epoch 9792/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3259e-07 - accuracy: 1.0000 - val_loss: 14.8368 - val_accuracy: 0.3135
Epoch 9793/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3212e-07 - accuracy: 1.0000 - val_loss: 14.8372 - val_accuracy: 0.3135
Epoch 9794/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.3188e-07 - accuracy: 1.0000 - val_loss: 14.8377 - val_accuracy: 0.3135
Epoch 9795/10000
1/1 [==============================] - 0s 106ms/step - loss: 3.3188e-07 - accuracy: 1.0000 - val_loss: 14.8382 - val_accuracy: 0.3135
Epoch 9796/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.3140e-07 - accuracy: 1.0000 - val_loss: 14.8386 - val_accuracy: 0.3135
Epoch 9797/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3140e-07 - accuracy: 1.0000 - val_loss: 14.8391 - val_accuracy: 0.3135
Epoch 9798/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3140e-07 - accuracy: 1.0000 - val_loss: 14.8396 - val_accuracy: 0.3135
Epoch 9799/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3164e-07 - accuracy: 1.0000 - val_loss: 14.8400 - val_accuracy: 0.3135
Epoch 9800/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.3140e-07 - accuracy: 1.0000 - val_loss: 14.8405 - val_accuracy: 0.3135
Epoch 9801/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3092e-07 - accuracy: 1.0000 - val_loss: 14.8409 - val_accuracy: 0.3135
Epoch 9802/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.3092e-07 - accuracy: 1.0000 - val_loss: 14.8414 - val_accuracy: 0.3135
Epoch 9803/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.3069e-07 - accuracy: 1.0000 - val_loss: 14.8419 - val_accuracy: 0.3136
Epoch 9804/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3069e-07 - accuracy: 1.0000 - val_loss: 14.8423 - val_accuracy: 0.3136
Epoch 9805/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.3045e-07 - accuracy: 1.0000 - val_loss: 14.8428 - val_accuracy: 0.3136
Epoch 9806/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.3045e-07 - accuracy: 1.0000 - val_loss: 14.8433 - val_accuracy: 0.3136
Epoch 9807/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.3021e-07 - accuracy: 1.0000 - val_loss: 14.8437 - val_accuracy: 0.3136
Epoch 9808/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.2973e-07 - accuracy: 1.0000 - val_loss: 14.8442 - val_accuracy: 0.3136
Epoch 9809/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2949e-07 - accuracy: 1.0000 - val_loss: 14.8447 - val_accuracy: 0.3136
Epoch 9810/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2902e-07 - accuracy: 1.0000 - val_loss: 14.8452 - val_accuracy: 0.3136
Epoch 9811/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2902e-07 - accuracy: 1.0000 - val_loss: 14.8457 - val_accuracy: 0.3136
Epoch 9812/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2878e-07 - accuracy: 1.0000 - val_loss: 14.8461 - val_accuracy: 0.3136
Epoch 9813/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.2878e-07 - accuracy: 1.0000 - val_loss: 14.8466 - val_accuracy: 0.3136
Epoch 9814/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.2830e-07 - accuracy: 1.0000 - val_loss: 14.8470 - val_accuracy: 0.3136
Epoch 9815/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2783e-07 - accuracy: 1.0000 - val_loss: 14.8475 - val_accuracy: 0.3136
Epoch 9816/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.2759e-07 - accuracy: 1.0000 - val_loss: 14.8479 - val_accuracy: 0.3136
Epoch 9817/10000
1/1 [==============================] - 0s 96ms/step - loss: 3.2735e-07 - accuracy: 1.0000 - val_loss: 14.8484 - val_accuracy: 0.3136
Epoch 9818/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2735e-07 - accuracy: 1.0000 - val_loss: 14.8489 - val_accuracy: 0.3136
Epoch 9819/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.2735e-07 - accuracy: 1.0000 - val_loss: 14.8494 - val_accuracy: 0.3136
Epoch 9820/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2711e-07 - accuracy: 1.0000 - val_loss: 14.8498 - val_accuracy: 0.3136
Epoch 9821/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.2711e-07 - accuracy: 1.0000 - val_loss: 14.8502 - val_accuracy: 0.3136
Epoch 9822/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2663e-07 - accuracy: 1.0000 - val_loss: 14.8507 - val_accuracy: 0.3135
Epoch 9823/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2687e-07 - accuracy: 1.0000 - val_loss: 14.8512 - val_accuracy: 0.3135
Epoch 9824/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.2687e-07 - accuracy: 1.0000 - val_loss: 14.8516 - val_accuracy: 0.3135
Epoch 9825/10000
1/1 [==============================] - 0s 104ms/step - loss: 3.2687e-07 - accuracy: 1.0000 - val_loss: 14.8521 - val_accuracy: 0.3135
Epoch 9826/10000
1/1 [==============================] - 0s 100ms/step - loss: 3.2616e-07 - accuracy: 1.0000 - val_loss: 14.8526 - val_accuracy: 0.3135
Epoch 9827/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2568e-07 - accuracy: 1.0000 - val_loss: 14.8530 - val_accuracy: 0.3135
Epoch 9828/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.2496e-07 - accuracy: 1.0000 - val_loss: 14.8535 - val_accuracy: 0.3135
Epoch 9829/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2449e-07 - accuracy: 1.0000 - val_loss: 14.8540 - val_accuracy: 0.3135
Epoch 9830/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2496e-07 - accuracy: 1.0000 - val_loss: 14.8545 - val_accuracy: 0.3135
Epoch 9831/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.2496e-07 - accuracy: 1.0000 - val_loss: 14.8549 - val_accuracy: 0.3135
Epoch 9832/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2473e-07 - accuracy: 1.0000 - val_loss: 14.8554 - val_accuracy: 0.3135
Epoch 9833/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.2449e-07 - accuracy: 1.0000 - val_loss: 14.8558 - val_accuracy: 0.3135
Epoch 9834/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2449e-07 - accuracy: 1.0000 - val_loss: 14.8562 - val_accuracy: 0.3135
Epoch 9835/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2401e-07 - accuracy: 1.0000 - val_loss: 14.8567 - val_accuracy: 0.3135
Epoch 9836/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.2353e-07 - accuracy: 1.0000 - val_loss: 14.8572 - val_accuracy: 0.3135
Epoch 9837/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8576 - val_accuracy: 0.3135
Epoch 9838/10000
1/1 [==============================] - 0s 102ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8581 - val_accuracy: 0.3134
Epoch 9839/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8585 - val_accuracy: 0.3134
Epoch 9840/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8590 - val_accuracy: 0.3134
Epoch 9841/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8595 - val_accuracy: 0.3134
Epoch 9842/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2330e-07 - accuracy: 1.0000 - val_loss: 14.8600 - val_accuracy: 0.3134
Epoch 9843/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2306e-07 - accuracy: 1.0000 - val_loss: 14.8604 - val_accuracy: 0.3134
Epoch 9844/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2306e-07 - accuracy: 1.0000 - val_loss: 14.8608 - val_accuracy: 0.3134
Epoch 9845/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2258e-07 - accuracy: 1.0000 - val_loss: 14.8613 - val_accuracy: 0.3134
Epoch 9846/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2282e-07 - accuracy: 1.0000 - val_loss: 14.8617 - val_accuracy: 0.3134
Epoch 9847/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2258e-07 - accuracy: 1.0000 - val_loss: 14.8622 - val_accuracy: 0.3135
Epoch 9848/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.2282e-07 - accuracy: 1.0000 - val_loss: 14.8627 - val_accuracy: 0.3135
Epoch 9849/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.2258e-07 - accuracy: 1.0000 - val_loss: 14.8631 - val_accuracy: 0.3135
Epoch 9850/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2210e-07 - accuracy: 1.0000 - val_loss: 14.8636 - val_accuracy: 0.3135
Epoch 9851/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2210e-07 - accuracy: 1.0000 - val_loss: 14.8641 - val_accuracy: 0.3135
Epoch 9852/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2234e-07 - accuracy: 1.0000 - val_loss: 14.8645 - val_accuracy: 0.3135
Epoch 9853/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2234e-07 - accuracy: 1.0000 - val_loss: 14.8650 - val_accuracy: 0.3134
Epoch 9854/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.2163e-07 - accuracy: 1.0000 - val_loss: 14.8654 - val_accuracy: 0.3134
Epoch 9855/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2234e-07 - accuracy: 1.0000 - val_loss: 14.8659 - val_accuracy: 0.3135
Epoch 9856/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2234e-07 - accuracy: 1.0000 - val_loss: 14.8664 - val_accuracy: 0.3135
Epoch 9857/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2234e-07 - accuracy: 1.0000 - val_loss: 14.8668 - val_accuracy: 0.3135
Epoch 9858/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.2163e-07 - accuracy: 1.0000 - val_loss: 14.8673 - val_accuracy: 0.3135
Epoch 9859/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2115e-07 - accuracy: 1.0000 - val_loss: 14.8678 - val_accuracy: 0.3134
Epoch 9860/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.2115e-07 - accuracy: 1.0000 - val_loss: 14.8682 - val_accuracy: 0.3134
Epoch 9861/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.2091e-07 - accuracy: 1.0000 - val_loss: 14.8687 - val_accuracy: 0.3134
Epoch 9862/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.2067e-07 - accuracy: 1.0000 - val_loss: 14.8691 - val_accuracy: 0.3134
Epoch 9863/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.2067e-07 - accuracy: 1.0000 - val_loss: 14.8696 - val_accuracy: 0.3134
Epoch 9864/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.2020e-07 - accuracy: 1.0000 - val_loss: 14.8701 - val_accuracy: 0.3134
Epoch 9865/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1996e-07 - accuracy: 1.0000 - val_loss: 14.8705 - val_accuracy: 0.3134
Epoch 9866/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1972e-07 - accuracy: 1.0000 - val_loss: 14.8710 - val_accuracy: 0.3134
Epoch 9867/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.1972e-07 - accuracy: 1.0000 - val_loss: 14.8715 - val_accuracy: 0.3134
Epoch 9868/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1900e-07 - accuracy: 1.0000 - val_loss: 14.8720 - val_accuracy: 0.3134
Epoch 9869/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1877e-07 - accuracy: 1.0000 - val_loss: 14.8725 - val_accuracy: 0.3134
Epoch 9870/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.1900e-07 - accuracy: 1.0000 - val_loss: 14.8729 - val_accuracy: 0.3134
Epoch 9871/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1877e-07 - accuracy: 1.0000 - val_loss: 14.8734 - val_accuracy: 0.3134
Epoch 9872/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1853e-07 - accuracy: 1.0000 - val_loss: 14.8738 - val_accuracy: 0.3134
Epoch 9873/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.1853e-07 - accuracy: 1.0000 - val_loss: 14.8743 - val_accuracy: 0.3134
Epoch 9874/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1781e-07 - accuracy: 1.0000 - val_loss: 14.8748 - val_accuracy: 0.3134
Epoch 9875/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1757e-07 - accuracy: 1.0000 - val_loss: 14.8752 - val_accuracy: 0.3134
Epoch 9876/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1710e-07 - accuracy: 1.0000 - val_loss: 14.8757 - val_accuracy: 0.3134
Epoch 9877/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1686e-07 - accuracy: 1.0000 - val_loss: 14.8761 - val_accuracy: 0.3134
Epoch 9878/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1686e-07 - accuracy: 1.0000 - val_loss: 14.8766 - val_accuracy: 0.3134
Epoch 9879/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.1662e-07 - accuracy: 1.0000 - val_loss: 14.8771 - val_accuracy: 0.3134
Epoch 9880/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.1686e-07 - accuracy: 1.0000 - val_loss: 14.8775 - val_accuracy: 0.3134
Epoch 9881/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.1638e-07 - accuracy: 1.0000 - val_loss: 14.8780 - val_accuracy: 0.3134
Epoch 9882/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1638e-07 - accuracy: 1.0000 - val_loss: 14.8784 - val_accuracy: 0.3134
Epoch 9883/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1638e-07 - accuracy: 1.0000 - val_loss: 14.8789 - val_accuracy: 0.3134
Epoch 9884/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.1567e-07 - accuracy: 1.0000 - val_loss: 14.8793 - val_accuracy: 0.3134
Epoch 9885/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1519e-07 - accuracy: 1.0000 - val_loss: 14.8798 - val_accuracy: 0.3134
Epoch 9886/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.1471e-07 - accuracy: 1.0000 - val_loss: 14.8803 - val_accuracy: 0.3133
Epoch 9887/10000
1/1 [==============================] - 0s 102ms/step - loss: 3.1495e-07 - accuracy: 1.0000 - val_loss: 14.8807 - val_accuracy: 0.3133
Epoch 9888/10000
1/1 [==============================] - 0s 98ms/step - loss: 3.1471e-07 - accuracy: 1.0000 - val_loss: 14.8812 - val_accuracy: 0.3133
Epoch 9889/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1471e-07 - accuracy: 1.0000 - val_loss: 14.8816 - val_accuracy: 0.3133
Epoch 9890/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.1447e-07 - accuracy: 1.0000 - val_loss: 14.8821 - val_accuracy: 0.3133
Epoch 9891/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.1424e-07 - accuracy: 1.0000 - val_loss: 14.8826 - val_accuracy: 0.3133
Epoch 9892/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.1400e-07 - accuracy: 1.0000 - val_loss: 14.8830 - val_accuracy: 0.3133
Epoch 9893/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1400e-07 - accuracy: 1.0000 - val_loss: 14.8835 - val_accuracy: 0.3133
Epoch 9894/10000
1/1 [==============================] - 0s 100ms/step - loss: 3.1400e-07 - accuracy: 1.0000 - val_loss: 14.8839 - val_accuracy: 0.3133
Epoch 9895/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.1352e-07 - accuracy: 1.0000 - val_loss: 14.8844 - val_accuracy: 0.3133
Epoch 9896/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1352e-07 - accuracy: 1.0000 - val_loss: 14.8849 - val_accuracy: 0.3133
Epoch 9897/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.1376e-07 - accuracy: 1.0000 - val_loss: 14.8854 - val_accuracy: 0.3133
Epoch 9898/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.1328e-07 - accuracy: 1.0000 - val_loss: 14.8858 - val_accuracy: 0.3133
Epoch 9899/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.1304e-07 - accuracy: 1.0000 - val_loss: 14.8863 - val_accuracy: 0.3133
Epoch 9900/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1281e-07 - accuracy: 1.0000 - val_loss: 14.8867 - val_accuracy: 0.3133
Epoch 9901/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1233e-07 - accuracy: 1.0000 - val_loss: 14.8872 - val_accuracy: 0.3133
Epoch 9902/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.1233e-07 - accuracy: 1.0000 - val_loss: 14.8877 - val_accuracy: 0.3133
Epoch 9903/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1233e-07 - accuracy: 1.0000 - val_loss: 14.8881 - val_accuracy: 0.3133
Epoch 9904/10000
1/1 [==============================] - 0s 101ms/step - loss: 3.1185e-07 - accuracy: 1.0000 - val_loss: 14.8885 - val_accuracy: 0.3133
Epoch 9905/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1161e-07 - accuracy: 1.0000 - val_loss: 14.8890 - val_accuracy: 0.3133
Epoch 9906/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1161e-07 - accuracy: 1.0000 - val_loss: 14.8895 - val_accuracy: 0.3133
Epoch 9907/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1161e-07 - accuracy: 1.0000 - val_loss: 14.8899 - val_accuracy: 0.3133
Epoch 9908/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.1161e-07 - accuracy: 1.0000 - val_loss: 14.8904 - val_accuracy: 0.3133
Epoch 9909/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.1114e-07 - accuracy: 1.0000 - val_loss: 14.8908 - val_accuracy: 0.3133
Epoch 9910/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1114e-07 - accuracy: 1.0000 - val_loss: 14.8913 - val_accuracy: 0.3133
Epoch 9911/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1114e-07 - accuracy: 1.0000 - val_loss: 14.8918 - val_accuracy: 0.3133
Epoch 9912/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1114e-07 - accuracy: 1.0000 - val_loss: 14.8923 - val_accuracy: 0.3133
Epoch 9913/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.1114e-07 - accuracy: 1.0000 - val_loss: 14.8927 - val_accuracy: 0.3133
Epoch 9914/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.1066e-07 - accuracy: 1.0000 - val_loss: 14.8932 - val_accuracy: 0.3133
Epoch 9915/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.1066e-07 - accuracy: 1.0000 - val_loss: 14.8936 - val_accuracy: 0.3133
Epoch 9916/10000
1/1 [==============================] - 0s 84ms/step - loss: 3.1018e-07 - accuracy: 1.0000 - val_loss: 14.8941 - val_accuracy: 0.3133
Epoch 9917/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.1042e-07 - accuracy: 1.0000 - val_loss: 14.8946 - val_accuracy: 0.3133
Epoch 9918/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.1018e-07 - accuracy: 1.0000 - val_loss: 14.8950 - val_accuracy: 0.3133
Epoch 9919/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.1018e-07 - accuracy: 1.0000 - val_loss: 14.8955 - val_accuracy: 0.3132
Epoch 9920/10000
1/1 [==============================] - 0s 101ms/step - loss: 3.0994e-07 - accuracy: 1.0000 - val_loss: 14.8959 - val_accuracy: 0.3132
Epoch 9921/10000
1/1 [==============================] - 0s 95ms/step - loss: 3.0994e-07 - accuracy: 1.0000 - val_loss: 14.8964 - val_accuracy: 0.3132
Epoch 9922/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0994e-07 - accuracy: 1.0000 - val_loss: 14.8969 - val_accuracy: 0.3132
Epoch 9923/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0994e-07 - accuracy: 1.0000 - val_loss: 14.8973 - val_accuracy: 0.3132
Epoch 9924/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0971e-07 - accuracy: 1.0000 - val_loss: 14.8978 - val_accuracy: 0.3132
Epoch 9925/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.1018e-07 - accuracy: 1.0000 - val_loss: 14.8982 - val_accuracy: 0.3132
Epoch 9926/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0994e-07 - accuracy: 1.0000 - val_loss: 14.8987 - val_accuracy: 0.3132
Epoch 9927/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0971e-07 - accuracy: 1.0000 - val_loss: 14.8992 - val_accuracy: 0.3132
Epoch 9928/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0947e-07 - accuracy: 1.0000 - val_loss: 14.8997 - val_accuracy: 0.3132
Epoch 9929/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0875e-07 - accuracy: 1.0000 - val_loss: 14.9001 - val_accuracy: 0.3132
Epoch 9930/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.0923e-07 - accuracy: 1.0000 - val_loss: 14.9006 - val_accuracy: 0.3132
Epoch 9931/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0875e-07 - accuracy: 1.0000 - val_loss: 14.9011 - val_accuracy: 0.3132
Epoch 9932/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.0851e-07 - accuracy: 1.0000 - val_loss: 14.9015 - val_accuracy: 0.3132
Epoch 9933/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.0851e-07 - accuracy: 1.0000 - val_loss: 14.9020 - val_accuracy: 0.3132
Epoch 9934/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.0851e-07 - accuracy: 1.0000 - val_loss: 14.9024 - val_accuracy: 0.3132
Epoch 9935/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0851e-07 - accuracy: 1.0000 - val_loss: 14.9029 - val_accuracy: 0.3132
Epoch 9936/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0804e-07 - accuracy: 1.0000 - val_loss: 14.9034 - val_accuracy: 0.3132
Epoch 9937/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0828e-07 - accuracy: 1.0000 - val_loss: 14.9039 - val_accuracy: 0.3133
Epoch 9938/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0804e-07 - accuracy: 1.0000 - val_loss: 14.9043 - val_accuracy: 0.3133
Epoch 9939/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0804e-07 - accuracy: 1.0000 - val_loss: 14.9048 - val_accuracy: 0.3133
Epoch 9940/10000
1/1 [==============================] - 0s 92ms/step - loss: 3.0756e-07 - accuracy: 1.0000 - val_loss: 14.9053 - val_accuracy: 0.3133
Epoch 9941/10000
1/1 [==============================] - 0s 97ms/step - loss: 3.0708e-07 - accuracy: 1.0000 - val_loss: 14.9057 - val_accuracy: 0.3133
Epoch 9942/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0708e-07 - accuracy: 1.0000 - val_loss: 14.9062 - val_accuracy: 0.3133
Epoch 9943/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0661e-07 - accuracy: 1.0000 - val_loss: 14.9067 - val_accuracy: 0.3133
Epoch 9944/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0613e-07 - accuracy: 1.0000 - val_loss: 14.9072 - val_accuracy: 0.3133
Epoch 9945/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0613e-07 - accuracy: 1.0000 - val_loss: 14.9076 - val_accuracy: 0.3133
Epoch 9946/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0637e-07 - accuracy: 1.0000 - val_loss: 14.9081 - val_accuracy: 0.3133
Epoch 9947/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0589e-07 - accuracy: 1.0000 - val_loss: 14.9085 - val_accuracy: 0.3133
Epoch 9948/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0541e-07 - accuracy: 1.0000 - val_loss: 14.9090 - val_accuracy: 0.3133
Epoch 9949/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0613e-07 - accuracy: 1.0000 - val_loss: 14.9095 - val_accuracy: 0.3134
Epoch 9950/10000
1/1 [==============================] - 0s 97ms/step - loss: 3.0613e-07 - accuracy: 1.0000 - val_loss: 14.9100 - val_accuracy: 0.3134
Epoch 9951/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.0518e-07 - accuracy: 1.0000 - val_loss: 14.9104 - val_accuracy: 0.3134
Epoch 9952/10000
1/1 [==============================] - 0s 109ms/step - loss: 3.0494e-07 - accuracy: 1.0000 - val_loss: 14.9109 - val_accuracy: 0.3134
Epoch 9953/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0494e-07 - accuracy: 1.0000 - val_loss: 14.9114 - val_accuracy: 0.3134
Epoch 9954/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0494e-07 - accuracy: 1.0000 - val_loss: 14.9118 - val_accuracy: 0.3134
Epoch 9955/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0494e-07 - accuracy: 1.0000 - val_loss: 14.9123 - val_accuracy: 0.3134
Epoch 9956/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0518e-07 - accuracy: 1.0000 - val_loss: 14.9128 - val_accuracy: 0.3134
Epoch 9957/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0494e-07 - accuracy: 1.0000 - val_loss: 14.9132 - val_accuracy: 0.3134
Epoch 9958/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0422e-07 - accuracy: 1.0000 - val_loss: 14.9137 - val_accuracy: 0.3134
Epoch 9959/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0398e-07 - accuracy: 1.0000 - val_loss: 14.9142 - val_accuracy: 0.3134
Epoch 9960/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0398e-07 - accuracy: 1.0000 - val_loss: 14.9146 - val_accuracy: 0.3134
Epoch 9961/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0422e-07 - accuracy: 1.0000 - val_loss: 14.9151 - val_accuracy: 0.3134
Epoch 9962/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0422e-07 - accuracy: 1.0000 - val_loss: 14.9156 - val_accuracy: 0.3134
Epoch 9963/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.0422e-07 - accuracy: 1.0000 - val_loss: 14.9161 - val_accuracy: 0.3134
Epoch 9964/10000
1/1 [==============================] - 0s 89ms/step - loss: 3.0398e-07 - accuracy: 1.0000 - val_loss: 14.9165 - val_accuracy: 0.3134
Epoch 9965/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0351e-07 - accuracy: 1.0000 - val_loss: 14.9170 - val_accuracy: 0.3134
Epoch 9966/10000
1/1 [==============================] - 0s 103ms/step - loss: 3.0351e-07 - accuracy: 1.0000 - val_loss: 14.9175 - val_accuracy: 0.3134
Epoch 9967/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.0303e-07 - accuracy: 1.0000 - val_loss: 14.9180 - val_accuracy: 0.3134
Epoch 9968/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0327e-07 - accuracy: 1.0000 - val_loss: 14.9185 - val_accuracy: 0.3134
Epoch 9969/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0351e-07 - accuracy: 1.0000 - val_loss: 14.9189 - val_accuracy: 0.3134
Epoch 9970/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.0303e-07 - accuracy: 1.0000 - val_loss: 14.9194 - val_accuracy: 0.3134
Epoch 9971/10000
1/1 [==============================] - 0s 90ms/step - loss: 3.0303e-07 - accuracy: 1.0000 - val_loss: 14.9199 - val_accuracy: 0.3134
Epoch 9972/10000
1/1 [==============================] - 0s 97ms/step - loss: 3.0231e-07 - accuracy: 1.0000 - val_loss: 14.9204 - val_accuracy: 0.3134
Epoch 9973/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0231e-07 - accuracy: 1.0000 - val_loss: 14.9208 - val_accuracy: 0.3134
Epoch 9974/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0231e-07 - accuracy: 1.0000 - val_loss: 14.9213 - val_accuracy: 0.3134
Epoch 9975/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0208e-07 - accuracy: 1.0000 - val_loss: 14.9218 - val_accuracy: 0.3134
Epoch 9976/10000
1/1 [==============================] - 0s 85ms/step - loss: 3.0208e-07 - accuracy: 1.0000 - val_loss: 14.9223 - val_accuracy: 0.3134
Epoch 9977/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0231e-07 - accuracy: 1.0000 - val_loss: 14.9227 - val_accuracy: 0.3134
Epoch 9978/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0255e-07 - accuracy: 1.0000 - val_loss: 14.9232 - val_accuracy: 0.3134
Epoch 9979/10000
1/1 [==============================] - 0s 91ms/step - loss: 3.0208e-07 - accuracy: 1.0000 - val_loss: 14.9236 - val_accuracy: 0.3134
Epoch 9980/10000
1/1 [==============================] - 0s 88ms/step - loss: 3.0184e-07 - accuracy: 1.0000 - val_loss: 14.9241 - val_accuracy: 0.3134
Epoch 9981/10000
1/1 [==============================] - 0s 93ms/step - loss: 3.0136e-07 - accuracy: 1.0000 - val_loss: 14.9246 - val_accuracy: 0.3134
Epoch 9982/10000
1/1 [==============================] - 0s 87ms/step - loss: 3.0017e-07 - accuracy: 1.0000 - val_loss: 14.9251 - val_accuracy: 0.3134
Epoch 9983/10000
1/1 [==============================] - 0s 94ms/step - loss: 3.0017e-07 - accuracy: 1.0000 - val_loss: 14.9255 - val_accuracy: 0.3134
Epoch 9984/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0041e-07 - accuracy: 1.0000 - val_loss: 14.9260 - val_accuracy: 0.3134
Epoch 9985/10000
1/1 [==============================] - 0s 86ms/step - loss: 3.0041e-07 - accuracy: 1.0000 - val_loss: 14.9265 - val_accuracy: 0.3134
Epoch 9986/10000
1/1 [==============================] - 0s 88ms/step - loss: 2.9969e-07 - accuracy: 1.0000 - val_loss: 14.9269 - val_accuracy: 0.3134
Epoch 9987/10000
1/1 [==============================] - 0s 87ms/step - loss: 2.9922e-07 - accuracy: 1.0000 - val_loss: 14.9274 - val_accuracy: 0.3134
Epoch 9988/10000
1/1 [==============================] - 0s 88ms/step - loss: 2.9945e-07 - accuracy: 1.0000 - val_loss: 14.9279 - val_accuracy: 0.3134
Epoch 9989/10000
1/1 [==============================] - 0s 94ms/step - loss: 2.9945e-07 - accuracy: 1.0000 - val_loss: 14.9284 - val_accuracy: 0.3134
Epoch 9990/10000
1/1 [==============================] - 0s 90ms/step - loss: 2.9922e-07 - accuracy: 1.0000 - val_loss: 14.9289 - val_accuracy: 0.3134
Epoch 9991/10000
1/1 [==============================] - 0s 86ms/step - loss: 2.9898e-07 - accuracy: 1.0000 - val_loss: 14.9293 - val_accuracy: 0.3134
Epoch 9992/10000
1/1 [==============================] - 0s 92ms/step - loss: 2.9898e-07 - accuracy: 1.0000 - val_loss: 14.9298 - val_accuracy: 0.3134
Epoch 9993/10000
1/1 [==============================] - 0s 88ms/step - loss: 2.9898e-07 - accuracy: 1.0000 - val_loss: 14.9303 - val_accuracy: 0.3134
Epoch 9994/10000
1/1 [==============================] - 0s 90ms/step - loss: 2.9850e-07 - accuracy: 1.0000 - val_loss: 14.9308 - val_accuracy: 0.3134
Epoch 9995/10000
1/1 [==============================] - 0s 91ms/step - loss: 2.9850e-07 - accuracy: 1.0000 - val_loss: 14.9312 - val_accuracy: 0.3134
Epoch 9996/10000
1/1 [==============================] - 0s 87ms/step - loss: 2.9755e-07 - accuracy: 1.0000 - val_loss: 14.9317 - val_accuracy: 0.3134
Epoch 9997/10000
1/1 [==============================] - 0s 93ms/step - loss: 2.9755e-07 - accuracy: 1.0000 - val_loss: 14.9322 - val_accuracy: 0.3134
Epoch 9998/10000
1/1 [==============================] - 0s 89ms/step - loss: 2.9731e-07 - accuracy: 1.0000 - val_loss: 14.9327 - val_accuracy: 0.3134
Epoch 9999/10000
1/1 [==============================] - 0s 94ms/step - loss: 2.9707e-07 - accuracy: 1.0000 - val_loss: 14.9332 - val_accuracy: 0.3134
Epoch 10000/10000
1/1 [==============================] - 0s 94ms/step - loss: 2.9707e-07 - accuracy: 1.0000 - val_loss: 14.9336 - val_accuracy: 0.3134
In [ ]:
In [ ]:
# plots for baseline model
# Access the history from the base model training
base_history = base_results.history

# Plot training & validation accuracy values
plt.figure(figsize=(12, 6))
plt.subplot(1, 2, 1)
plt.plot(base_history['accuracy'])
plt.plot(base_history['val_accuracy'])
plt.title('Baseline Model accuracy')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.legend(['Train', 'Validation'], loc='upper left')

# Plot training & validation loss values
plt.subplot(1, 2, 2)
plt.plot(base_history['loss'])
plt.plot(base_history['val_loss'])
plt.title('Baseline Model loss')
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.legend(['Train', 'Validation'], loc='upper left')

plt.tight_layout()
plt.show()
In [ ]:
base_model.save("base_model.h5")

/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
  saving_api.save_model(

Pretext model¶

In [ ]:
import tensorflow as tf

# Create the model
model = tf.keras.Sequential([
    tf.keras.layers.Conv2D(10, (5, 5), input_shape=(32, 32, 3), kernel_initializer='he_normal'),
    tf.keras.layers.MaxPooling2D(2),
    tf.keras.layers.Conv2D(10, (5, 5), kernel_initializer='he_normal'),
    tf.keras.layers.MaxPooling2D(2),
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dense(20, activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.Dense(10, activation='softmax')
])

# Compile the model
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
In [ ]:
In [ ]:
results = model.fit(
    x_pretext_combined,y_pretext_combined,
    batch_size=64,
    epochs=100)

Epoch 1/100
2321/2321 [==============================] - 9s 3ms/step - loss: 0.8849 - accuracy: 0.5849
Epoch 2/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.7748 - accuracy: 0.6553
Epoch 3/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.7362 - accuracy: 0.6764
Epoch 4/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.7103 - accuracy: 0.6892
Epoch 5/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6887 - accuracy: 0.7007
Epoch 6/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6719 - accuracy: 0.7095
Epoch 7/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6610 - accuracy: 0.7137
Epoch 8/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6501 - accuracy: 0.7200
Epoch 9/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6415 - accuracy: 0.7251
Epoch 10/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6341 - accuracy: 0.7286
Epoch 11/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6284 - accuracy: 0.7315
Epoch 12/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6222 - accuracy: 0.7342
Epoch 13/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6189 - accuracy: 0.7357
Epoch 14/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6158 - accuracy: 0.7388
Epoch 15/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6108 - accuracy: 0.7405
Epoch 16/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6082 - accuracy: 0.7415
Epoch 17/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6058 - accuracy: 0.7427
Epoch 18/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6037 - accuracy: 0.7428
Epoch 19/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.6007 - accuracy: 0.7444
Epoch 20/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5985 - accuracy: 0.7468
Epoch 21/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5969 - accuracy: 0.7474
Epoch 22/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5942 - accuracy: 0.7492
Epoch 23/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5928 - accuracy: 0.7499
Epoch 24/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5920 - accuracy: 0.7490
Epoch 25/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5895 - accuracy: 0.7507
Epoch 26/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5891 - accuracy: 0.7518
Epoch 27/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5873 - accuracy: 0.7515
Epoch 28/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5868 - accuracy: 0.7521
Epoch 29/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5850 - accuracy: 0.7526
Epoch 30/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5839 - accuracy: 0.7540
Epoch 31/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5828 - accuracy: 0.7533
Epoch 32/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5816 - accuracy: 0.7542
Epoch 33/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5807 - accuracy: 0.7547
Epoch 34/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5798 - accuracy: 0.7564
Epoch 35/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5779 - accuracy: 0.7585
Epoch 36/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5779 - accuracy: 0.7575
Epoch 37/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5781 - accuracy: 0.7566
Epoch 38/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5766 - accuracy: 0.7579
Epoch 39/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5761 - accuracy: 0.7573
Epoch 40/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5743 - accuracy: 0.7575
Epoch 41/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5735 - accuracy: 0.7598
Epoch 42/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5740 - accuracy: 0.7591
Epoch 43/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5719 - accuracy: 0.7593
Epoch 44/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5723 - accuracy: 0.7582
Epoch 45/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5710 - accuracy: 0.7604
Epoch 46/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5698 - accuracy: 0.7601
Epoch 47/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5692 - accuracy: 0.7607
Epoch 48/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5703 - accuracy: 0.7613
Epoch 49/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5689 - accuracy: 0.7621
Epoch 50/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5668 - accuracy: 0.7624
Epoch 51/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5676 - accuracy: 0.7607
Epoch 52/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5675 - accuracy: 0.7623
Epoch 53/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5667 - accuracy: 0.7622
Epoch 54/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5658 - accuracy: 0.7624
Epoch 55/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5653 - accuracy: 0.7631
Epoch 56/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5646 - accuracy: 0.7631
Epoch 57/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5648 - accuracy: 0.7624
Epoch 58/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5643 - accuracy: 0.7636
Epoch 59/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5637 - accuracy: 0.7627
Epoch 60/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5628 - accuracy: 0.7636
Epoch 61/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5624 - accuracy: 0.7640
Epoch 62/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5624 - accuracy: 0.7643
Epoch 63/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5628 - accuracy: 0.7638
Epoch 64/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5620 - accuracy: 0.7647
Epoch 65/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5614 - accuracy: 0.7653
Epoch 66/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5608 - accuracy: 0.7650
Epoch 67/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5620 - accuracy: 0.7637
Epoch 68/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5603 - accuracy: 0.7651
Epoch 69/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5610 - accuracy: 0.7646
Epoch 70/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5600 - accuracy: 0.7660
Epoch 71/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5598 - accuracy: 0.7650
Epoch 72/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5601 - accuracy: 0.7655
Epoch 73/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5592 - accuracy: 0.7655
Epoch 74/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5583 - accuracy: 0.7665
Epoch 75/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5594 - accuracy: 0.7664
Epoch 76/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5577 - accuracy: 0.7672
Epoch 77/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5585 - accuracy: 0.7669
Epoch 78/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5573 - accuracy: 0.7661
Epoch 79/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5571 - accuracy: 0.7669
Epoch 80/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5579 - accuracy: 0.7663
Epoch 81/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5574 - accuracy: 0.7667
Epoch 82/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5563 - accuracy: 0.7673
Epoch 83/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5558 - accuracy: 0.7669
Epoch 84/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5554 - accuracy: 0.7678
Epoch 85/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5558 - accuracy: 0.7673
Epoch 86/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5554 - accuracy: 0.7682
Epoch 87/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5549 - accuracy: 0.7678
Epoch 88/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5544 - accuracy: 0.7683
Epoch 89/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5566 - accuracy: 0.7680
Epoch 90/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5547 - accuracy: 0.7682
Epoch 91/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5546 - accuracy: 0.7676
Epoch 92/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5549 - accuracy: 0.7677
Epoch 93/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5544 - accuracy: 0.7676
Epoch 94/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5532 - accuracy: 0.7689
Epoch 95/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5530 - accuracy: 0.7685
Epoch 96/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5530 - accuracy: 0.7693
Epoch 97/100
2321/2321 [==============================] - 8s 3ms/step - loss: 0.5520 - accuracy: 0.7692
Epoch 98/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5529 - accuracy: 0.7690
Epoch 99/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5535 - accuracy: 0.7687
Epoch 100/100
2321/2321 [==============================] - 7s 3ms/step - loss: 0.5529 - accuracy: 0.7690
In [ ]:
# saving pretext model to fine tune later
model.save("model.h5")

Transfer learning and fine tuning¶

In [ ]:
In [ ]:
import tensorflow_addons as tfa

# Load the weights from a pre-trained pretext model
pretext_model = tf.keras.models.Sequential([
    tf.keras.layers.Conv2D(filters=10, kernel_size=(5, 5), input_shape=(32, 32, 3), strides=(1, 1), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Conv2D(10, kernel_size=(5, 5), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dense(20, activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.Dense(10, activation=None, kernel_initializer='he_normal', name='last_layer')
])

# Load weights from the pretext model's pre-trained weights file
pretext_model.load_weights('model.h5')

# Define the main model with the same architecture as the pretext model
main_model = tf.keras.models.Sequential([
    tf.keras.layers.Conv2D(filters=10, kernel_size=(5, 5), input_shape=(32, 32, 3), strides=(1, 1), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Conv2D(10, kernel_size=(5, 5), activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.MaxPool2D((2, 2), strides=2),
    tf.keras.layers.Flatten(),
    tf.keras.layers.Dense(20, activation='relu', kernel_initializer='he_normal'),
    tf.keras.layers.Dense(10, activation=None, kernel_initializer='he_normal')
])

# Transfer weights from the pretext model to the main model
for i in range(len(main_model.layers)):
    main_model.layers[i].set_weights(pretext_model.layers[i].get_weights())

# Define optimizers for the last layer and the remaining layers
optimizers = [
    tf.keras.optimizers.Adam(learning_rate=1e-6),
    tf.keras.optimizers.Adam(learning_rate=1e-3)
]
optimizers_and_layers = [(optimizers[0], main_model.layers[:-1]), (optimizers[1], main_model.layers[-1])]
optimizer = tfa.optimizers.MultiOptimizer(optimizers_and_layers)

# Compile the main model with MultiOptimizer and an appropriate loss function
main_model.compile(optimizer=optimizer, loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), metrics=['accuracy'])

main_model.summary()
history_main_model = main_model.fit(x_base_rescaled, y_base, epochs=10000, batch_size=500,
                                    validation_data=(x_test, y_test), validation_freq=250)

Streaming output truncated to the last 5000 lines.
1/1 [==============================] - 0s 11ms/step - loss: 1.6443 - accuracy: 0.3660
Epoch 7502/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6443 - accuracy: 0.3660
Epoch 7503/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6443 - accuracy: 0.3660
Epoch 7504/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6442 - accuracy: 0.3660
Epoch 7505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6442 - accuracy: 0.3660
Epoch 7506/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6442 - accuracy: 0.3660
Epoch 7507/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6441 - accuracy: 0.3660
Epoch 7508/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6441 - accuracy: 0.3660
Epoch 7509/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6441 - accuracy: 0.3660
Epoch 7510/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6440 - accuracy: 0.3660
Epoch 7511/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6440 - accuracy: 0.3660
Epoch 7512/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6440 - accuracy: 0.3660
Epoch 7513/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6439 - accuracy: 0.3660
Epoch 7514/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6439 - accuracy: 0.3660
Epoch 7515/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6439 - accuracy: 0.3660
Epoch 7516/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6438 - accuracy: 0.3660
Epoch 7517/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6438 - accuracy: 0.3660
Epoch 7518/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6438 - accuracy: 0.3660
Epoch 7519/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6438 - accuracy: 0.3660
Epoch 7520/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6437 - accuracy: 0.3660
Epoch 7521/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6437 - accuracy: 0.3660
Epoch 7522/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6437 - accuracy: 0.3660
Epoch 7523/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6436 - accuracy: 0.3660
Epoch 7524/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6436 - accuracy: 0.3660
Epoch 7525/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6436 - accuracy: 0.3660
Epoch 7526/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6435 - accuracy: 0.3660
Epoch 7527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6435 - accuracy: 0.3660
Epoch 7528/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6435 - accuracy: 0.3660
Epoch 7529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6434 - accuracy: 0.3660
Epoch 7530/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6434 - accuracy: 0.3660
Epoch 7531/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6434 - accuracy: 0.3660
Epoch 7532/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6433 - accuracy: 0.3660
Epoch 7533/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6433 - accuracy: 0.3660
Epoch 7534/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6433 - accuracy: 0.3660
Epoch 7535/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6432 - accuracy: 0.3660
Epoch 7536/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6432 - accuracy: 0.3660
Epoch 7537/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6432 - accuracy: 0.3660
Epoch 7538/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6431 - accuracy: 0.3660
Epoch 7539/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6431 - accuracy: 0.3660
Epoch 7540/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6431 - accuracy: 0.3660
Epoch 7541/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6431 - accuracy: 0.3660
Epoch 7542/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6430 - accuracy: 0.3660
Epoch 7543/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6430 - accuracy: 0.3660
Epoch 7544/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6430 - accuracy: 0.3660
Epoch 7545/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6429 - accuracy: 0.3660
Epoch 7546/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6429 - accuracy: 0.3660
Epoch 7547/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6429 - accuracy: 0.3660
Epoch 7548/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6428 - accuracy: 0.3640
Epoch 7549/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6428 - accuracy: 0.3640
Epoch 7550/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6428 - accuracy: 0.3640
Epoch 7551/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6427 - accuracy: 0.3640
Epoch 7552/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6427 - accuracy: 0.3640
Epoch 7553/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6427 - accuracy: 0.3640
Epoch 7554/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6426 - accuracy: 0.3640
Epoch 7555/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6426 - accuracy: 0.3640
Epoch 7556/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6426 - accuracy: 0.3640
Epoch 7557/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6425 - accuracy: 0.3640
Epoch 7558/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6425 - accuracy: 0.3640
Epoch 7559/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6425 - accuracy: 0.3640
Epoch 7560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6425 - accuracy: 0.3640
Epoch 7561/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6424 - accuracy: 0.3640
Epoch 7562/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6424 - accuracy: 0.3640
Epoch 7563/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6424 - accuracy: 0.3640
Epoch 7564/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6423 - accuracy: 0.3640
Epoch 7565/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6423 - accuracy: 0.3640
Epoch 7566/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6423 - accuracy: 0.3640
Epoch 7567/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6422 - accuracy: 0.3640
Epoch 7568/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6422 - accuracy: 0.3640
Epoch 7569/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6422 - accuracy: 0.3640
Epoch 7570/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6421 - accuracy: 0.3660
Epoch 7571/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6421 - accuracy: 0.3660
Epoch 7572/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6421 - accuracy: 0.3660
Epoch 7573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6420 - accuracy: 0.3660
Epoch 7574/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6420 - accuracy: 0.3660
Epoch 7575/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6420 - accuracy: 0.3660
Epoch 7576/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6419 - accuracy: 0.3660
Epoch 7577/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6419 - accuracy: 0.3660
Epoch 7578/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6419 - accuracy: 0.3660
Epoch 7579/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6419 - accuracy: 0.3660
Epoch 7580/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6418 - accuracy: 0.3660
Epoch 7581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6418 - accuracy: 0.3660
Epoch 7582/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6418 - accuracy: 0.3660
Epoch 7583/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6417 - accuracy: 0.3660
Epoch 7584/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6417 - accuracy: 0.3660
Epoch 7585/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6417 - accuracy: 0.3660
Epoch 7586/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6416 - accuracy: 0.3660
Epoch 7587/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6416 - accuracy: 0.3660
Epoch 7588/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6416 - accuracy: 0.3660
Epoch 7589/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6415 - accuracy: 0.3660
Epoch 7590/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6415 - accuracy: 0.3660
Epoch 7591/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6415 - accuracy: 0.3660
Epoch 7592/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6414 - accuracy: 0.3660
Epoch 7593/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6414 - accuracy: 0.3660
Epoch 7594/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6414 - accuracy: 0.3660
Epoch 7595/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6413 - accuracy: 0.3660
Epoch 7596/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6413 - accuracy: 0.3660
Epoch 7597/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6413 - accuracy: 0.3660
Epoch 7598/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6412 - accuracy: 0.3660
Epoch 7599/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6412 - accuracy: 0.3660
Epoch 7600/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6412 - accuracy: 0.3660
Epoch 7601/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6411 - accuracy: 0.3660
Epoch 7602/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6411 - accuracy: 0.3660
Epoch 7603/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6410 - accuracy: 0.3660
Epoch 7604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6410 - accuracy: 0.3660
Epoch 7605/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6410 - accuracy: 0.3660
Epoch 7606/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6409 - accuracy: 0.3660
Epoch 7607/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6409 - accuracy: 0.3660
Epoch 7608/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6408 - accuracy: 0.3660
Epoch 7609/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6408 - accuracy: 0.3660
Epoch 7610/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6408 - accuracy: 0.3660
Epoch 7611/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6407 - accuracy: 0.3660
Epoch 7612/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6407 - accuracy: 0.3660
Epoch 7613/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6406 - accuracy: 0.3660
Epoch 7614/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6406 - accuracy: 0.3660
Epoch 7615/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6405 - accuracy: 0.3660
Epoch 7616/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6405 - accuracy: 0.3660
Epoch 7617/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6405 - accuracy: 0.3660
Epoch 7618/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6404 - accuracy: 0.3660
Epoch 7619/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6404 - accuracy: 0.3660
Epoch 7620/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6403 - accuracy: 0.3660
Epoch 7621/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6403 - accuracy: 0.3660
Epoch 7622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6403 - accuracy: 0.3660
Epoch 7623/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6402 - accuracy: 0.3660
Epoch 7624/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6402 - accuracy: 0.3660
Epoch 7625/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6401 - accuracy: 0.3660
Epoch 7626/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6401 - accuracy: 0.3660
Epoch 7627/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6401 - accuracy: 0.3660
Epoch 7628/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6400 - accuracy: 0.3660
Epoch 7629/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6400 - accuracy: 0.3660
Epoch 7630/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6399 - accuracy: 0.3660
Epoch 7631/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6399 - accuracy: 0.3660
Epoch 7632/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6399 - accuracy: 0.3660
Epoch 7633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6398 - accuracy: 0.3660
Epoch 7634/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6398 - accuracy: 0.3660
Epoch 7635/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6397 - accuracy: 0.3660
Epoch 7636/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6397 - accuracy: 0.3660
Epoch 7637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6397 - accuracy: 0.3660
Epoch 7638/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6396 - accuracy: 0.3660
Epoch 7639/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6396 - accuracy: 0.3660
Epoch 7640/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6395 - accuracy: 0.3660
Epoch 7641/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6395 - accuracy: 0.3660
Epoch 7642/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6395 - accuracy: 0.3660
Epoch 7643/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6394 - accuracy: 0.3660
Epoch 7644/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6394 - accuracy: 0.3660
Epoch 7645/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6394 - accuracy: 0.3660
Epoch 7646/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6393 - accuracy: 0.3660
Epoch 7647/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6393 - accuracy: 0.3660
Epoch 7648/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6392 - accuracy: 0.3660
Epoch 7649/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6392 - accuracy: 0.3660
Epoch 7650/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6392 - accuracy: 0.3660
Epoch 7651/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6391 - accuracy: 0.3660
Epoch 7652/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6391 - accuracy: 0.3660
Epoch 7653/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6391 - accuracy: 0.3660
Epoch 7654/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6390 - accuracy: 0.3660
Epoch 7655/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6390 - accuracy: 0.3660
Epoch 7656/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6389 - accuracy: 0.3660
Epoch 7657/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6389 - accuracy: 0.3660
Epoch 7658/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6389 - accuracy: 0.3660
Epoch 7659/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6388 - accuracy: 0.3660
Epoch 7660/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6388 - accuracy: 0.3660
Epoch 7661/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6388 - accuracy: 0.3660
Epoch 7662/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6387 - accuracy: 0.3660
Epoch 7663/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6387 - accuracy: 0.3660
Epoch 7664/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6386 - accuracy: 0.3660
Epoch 7665/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6386 - accuracy: 0.3660
Epoch 7666/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6386 - accuracy: 0.3660
Epoch 7667/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6385 - accuracy: 0.3660
Epoch 7668/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6385 - accuracy: 0.3660
Epoch 7669/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6385 - accuracy: 0.3660
Epoch 7670/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6384 - accuracy: 0.3660
Epoch 7671/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6384 - accuracy: 0.3660
Epoch 7672/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6384 - accuracy: 0.3660
Epoch 7673/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6383 - accuracy: 0.3660
Epoch 7674/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6383 - accuracy: 0.3660
Epoch 7675/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6382 - accuracy: 0.3660
Epoch 7676/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6382 - accuracy: 0.3660
Epoch 7677/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6382 - accuracy: 0.3660
Epoch 7678/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6381 - accuracy: 0.3660
Epoch 7679/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6381 - accuracy: 0.3660
Epoch 7680/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6381 - accuracy: 0.3660
Epoch 7681/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6380 - accuracy: 0.3660
Epoch 7682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6380 - accuracy: 0.3660
Epoch 7683/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6380 - accuracy: 0.3660
Epoch 7684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6379 - accuracy: 0.3660
Epoch 7685/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6379 - accuracy: 0.3660
Epoch 7686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6378 - accuracy: 0.3660
Epoch 7687/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6378 - accuracy: 0.3660
Epoch 7688/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6378 - accuracy: 0.3660
Epoch 7689/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6377 - accuracy: 0.3660
Epoch 7690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6377 - accuracy: 0.3660
Epoch 7691/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6377 - accuracy: 0.3660
Epoch 7692/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6376 - accuracy: 0.3660
Epoch 7693/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6376 - accuracy: 0.3640
Epoch 7694/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6376 - accuracy: 0.3640
Epoch 7695/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6375 - accuracy: 0.3640
Epoch 7696/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6375 - accuracy: 0.3640
Epoch 7697/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6374 - accuracy: 0.3640
Epoch 7698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6374 - accuracy: 0.3640
Epoch 7699/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6374 - accuracy: 0.3640
Epoch 7700/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6373 - accuracy: 0.3640
Epoch 7701/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6373 - accuracy: 0.3640
Epoch 7702/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6373 - accuracy: 0.3640
Epoch 7703/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6372 - accuracy: 0.3640
Epoch 7704/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6372 - accuracy: 0.3640
Epoch 7705/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6372 - accuracy: 0.3640
Epoch 7706/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6371 - accuracy: 0.3640
Epoch 7707/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6371 - accuracy: 0.3640
Epoch 7708/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6371 - accuracy: 0.3640
Epoch 7709/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6370 - accuracy: 0.3640
Epoch 7710/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6370 - accuracy: 0.3640
Epoch 7711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6370 - accuracy: 0.3640
Epoch 7712/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6369 - accuracy: 0.3640
Epoch 7713/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6369 - accuracy: 0.3640
Epoch 7714/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6368 - accuracy: 0.3640
Epoch 7715/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6368 - accuracy: 0.3640
Epoch 7716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6368 - accuracy: 0.3640
Epoch 7717/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6367 - accuracy: 0.3640
Epoch 7718/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6367 - accuracy: 0.3640
Epoch 7719/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6367 - accuracy: 0.3640
Epoch 7720/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6366 - accuracy: 0.3640
Epoch 7721/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6366 - accuracy: 0.3640
Epoch 7722/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6366 - accuracy: 0.3640
Epoch 7723/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6365 - accuracy: 0.3640
Epoch 7724/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6365 - accuracy: 0.3640
Epoch 7725/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6364 - accuracy: 0.3640
Epoch 7726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6364 - accuracy: 0.3640
Epoch 7727/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6364 - accuracy: 0.3640
Epoch 7728/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.6363 - accuracy: 0.3640
Epoch 7729/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6363 - accuracy: 0.3640
Epoch 7730/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6363 - accuracy: 0.3640
Epoch 7731/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6362 - accuracy: 0.3640
Epoch 7732/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6362 - accuracy: 0.3660
Epoch 7733/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6362 - accuracy: 0.3660
Epoch 7734/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6361 - accuracy: 0.3660
Epoch 7735/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6361 - accuracy: 0.3660
Epoch 7736/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6361 - accuracy: 0.3660
Epoch 7737/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6360 - accuracy: 0.3660
Epoch 7738/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6360 - accuracy: 0.3660
Epoch 7739/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6359 - accuracy: 0.3660
Epoch 7740/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6359 - accuracy: 0.3660
Epoch 7741/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6359 - accuracy: 0.3660
Epoch 7742/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6358 - accuracy: 0.3660
Epoch 7743/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6358 - accuracy: 0.3660
Epoch 7744/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6358 - accuracy: 0.3660
Epoch 7745/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6357 - accuracy: 0.3660
Epoch 7746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6357 - accuracy: 0.3660
Epoch 7747/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6357 - accuracy: 0.3640
Epoch 7748/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6356 - accuracy: 0.3640
Epoch 7749/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6356 - accuracy: 0.3640
Epoch 7750/10000
1/1 [==============================] - 0s 77ms/step - loss: 1.6356 - accuracy: 0.3640 - val_loss: 260.9591 - val_accuracy: 0.1616
Epoch 7751/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6355 - accuracy: 0.3640
Epoch 7752/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6355 - accuracy: 0.3640
Epoch 7753/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6354 - accuracy: 0.3640
Epoch 7754/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6354 - accuracy: 0.3640
Epoch 7755/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6354 - accuracy: 0.3640
Epoch 7756/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6353 - accuracy: 0.3640
Epoch 7757/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6353 - accuracy: 0.3640
Epoch 7758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6353 - accuracy: 0.3640
Epoch 7759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6352 - accuracy: 0.3640
Epoch 7760/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6352 - accuracy: 0.3640
Epoch 7761/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6352 - accuracy: 0.3640
Epoch 7762/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6351 - accuracy: 0.3640
Epoch 7763/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6351 - accuracy: 0.3640
Epoch 7764/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6351 - accuracy: 0.3640
Epoch 7765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6350 - accuracy: 0.3640
Epoch 7766/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6350 - accuracy: 0.3640
Epoch 7767/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6349 - accuracy: 0.3640
Epoch 7768/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6349 - accuracy: 0.3640
Epoch 7769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6349 - accuracy: 0.3640
Epoch 7770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6348 - accuracy: 0.3640
Epoch 7771/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6348 - accuracy: 0.3640
Epoch 7772/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6348 - accuracy: 0.3640
Epoch 7773/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6347 - accuracy: 0.3640
Epoch 7774/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6347 - accuracy: 0.3640
Epoch 7775/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6347 - accuracy: 0.3640
Epoch 7776/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6346 - accuracy: 0.3640
Epoch 7777/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6346 - accuracy: 0.3640
Epoch 7778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6346 - accuracy: 0.3640
Epoch 7779/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6345 - accuracy: 0.3640
Epoch 7780/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6345 - accuracy: 0.3640
Epoch 7781/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6345 - accuracy: 0.3640
Epoch 7782/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6344 - accuracy: 0.3640
Epoch 7783/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6344 - accuracy: 0.3640
Epoch 7784/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6343 - accuracy: 0.3640
Epoch 7785/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6343 - accuracy: 0.3640
Epoch 7786/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6343 - accuracy: 0.3640
Epoch 7787/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6342 - accuracy: 0.3640
Epoch 7788/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6342 - accuracy: 0.3640
Epoch 7789/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6342 - accuracy: 0.3640
Epoch 7790/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6341 - accuracy: 0.3640
Epoch 7791/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6341 - accuracy: 0.3640
Epoch 7792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6341 - accuracy: 0.3640
Epoch 7793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6340 - accuracy: 0.3640
Epoch 7794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6340 - accuracy: 0.3640
Epoch 7795/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6340 - accuracy: 0.3640
Epoch 7796/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6339 - accuracy: 0.3640
Epoch 7797/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6339 - accuracy: 0.3640
Epoch 7798/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6338 - accuracy: 0.3640
Epoch 7799/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6338 - accuracy: 0.3640
Epoch 7800/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6338 - accuracy: 0.3640
Epoch 7801/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6337 - accuracy: 0.3640
Epoch 7802/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6337 - accuracy: 0.3640
Epoch 7803/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6337 - accuracy: 0.3640
Epoch 7804/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6336 - accuracy: 0.3640
Epoch 7805/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6336 - accuracy: 0.3640
Epoch 7806/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6336 - accuracy: 0.3640
Epoch 7807/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6335 - accuracy: 0.3640
Epoch 7808/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6335 - accuracy: 0.3640
Epoch 7809/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6335 - accuracy: 0.3640
Epoch 7810/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6334 - accuracy: 0.3640
Epoch 7811/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6334 - accuracy: 0.3640
Epoch 7812/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6333 - accuracy: 0.3640
Epoch 7813/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6333 - accuracy: 0.3640
Epoch 7814/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6333 - accuracy: 0.3640
Epoch 7815/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6332 - accuracy: 0.3640
Epoch 7816/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6332 - accuracy: 0.3640
Epoch 7817/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6332 - accuracy: 0.3640
Epoch 7818/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6331 - accuracy: 0.3640
Epoch 7819/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6331 - accuracy: 0.3640
Epoch 7820/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6331 - accuracy: 0.3640
Epoch 7821/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6330 - accuracy: 0.3640
Epoch 7822/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6330 - accuracy: 0.3640
Epoch 7823/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6330 - accuracy: 0.3640
Epoch 7824/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6329 - accuracy: 0.3640
Epoch 7825/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6329 - accuracy: 0.3640
Epoch 7826/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6329 - accuracy: 0.3640
Epoch 7827/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6328 - accuracy: 0.3640
Epoch 7828/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6328 - accuracy: 0.3640
Epoch 7829/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6327 - accuracy: 0.3640
Epoch 7830/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6327 - accuracy: 0.3640
Epoch 7831/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6327 - accuracy: 0.3640
Epoch 7832/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6326 - accuracy: 0.3640
Epoch 7833/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6326 - accuracy: 0.3640
Epoch 7834/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6326 - accuracy: 0.3640
Epoch 7835/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6325 - accuracy: 0.3640
Epoch 7836/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6325 - accuracy: 0.3640
Epoch 7837/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6325 - accuracy: 0.3640
Epoch 7838/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6324 - accuracy: 0.3640
Epoch 7839/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6324 - accuracy: 0.3640
Epoch 7840/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6324 - accuracy: 0.3640
Epoch 7841/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6323 - accuracy: 0.3640
Epoch 7842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6323 - accuracy: 0.3640
Epoch 7843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6322 - accuracy: 0.3640
Epoch 7844/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6322 - accuracy: 0.3640
Epoch 7845/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6322 - accuracy: 0.3640
Epoch 7846/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6321 - accuracy: 0.3640
Epoch 7847/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6321 - accuracy: 0.3640
Epoch 7848/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6321 - accuracy: 0.3640
Epoch 7849/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6320 - accuracy: 0.3640
Epoch 7850/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6320 - accuracy: 0.3640
Epoch 7851/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6320 - accuracy: 0.3640
Epoch 7852/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6319 - accuracy: 0.3640
Epoch 7853/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6319 - accuracy: 0.3640
Epoch 7854/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6318 - accuracy: 0.3640
Epoch 7855/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6318 - accuracy: 0.3640
Epoch 7856/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6318 - accuracy: 0.3640
Epoch 7857/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6317 - accuracy: 0.3640
Epoch 7858/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6317 - accuracy: 0.3640
Epoch 7859/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6317 - accuracy: 0.3640
Epoch 7860/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6316 - accuracy: 0.3640
Epoch 7861/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6316 - accuracy: 0.3640
Epoch 7862/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6316 - accuracy: 0.3640
Epoch 7863/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6315 - accuracy: 0.3640
Epoch 7864/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6315 - accuracy: 0.3640
Epoch 7865/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6315 - accuracy: 0.3640
Epoch 7866/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6314 - accuracy: 0.3640
Epoch 7867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6314 - accuracy: 0.3640
Epoch 7868/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6313 - accuracy: 0.3640
Epoch 7869/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6313 - accuracy: 0.3640
Epoch 7870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6313 - accuracy: 0.3640
Epoch 7871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6312 - accuracy: 0.3640
Epoch 7872/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6312 - accuracy: 0.3640
Epoch 7873/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6312 - accuracy: 0.3640
Epoch 7874/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6311 - accuracy: 0.3640
Epoch 7875/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6311 - accuracy: 0.3640
Epoch 7876/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6311 - accuracy: 0.3640
Epoch 7877/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6310 - accuracy: 0.3640
Epoch 7878/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6310 - accuracy: 0.3640
Epoch 7879/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6309 - accuracy: 0.3640
Epoch 7880/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6309 - accuracy: 0.3640
Epoch 7881/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6309 - accuracy: 0.3640
Epoch 7882/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6308 - accuracy: 0.3640
Epoch 7883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6308 - accuracy: 0.3640
Epoch 7884/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6308 - accuracy: 0.3640
Epoch 7885/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6307 - accuracy: 0.3640
Epoch 7886/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6307 - accuracy: 0.3640
Epoch 7887/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6307 - accuracy: 0.3640
Epoch 7888/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6306 - accuracy: 0.3640
Epoch 7889/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6306 - accuracy: 0.3640
Epoch 7890/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6305 - accuracy: 0.3640
Epoch 7891/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6305 - accuracy: 0.3640
Epoch 7892/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6305 - accuracy: 0.3640
Epoch 7893/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6304 - accuracy: 0.3640
Epoch 7894/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6304 - accuracy: 0.3640
Epoch 7895/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6304 - accuracy: 0.3640
Epoch 7896/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6303 - accuracy: 0.3640
Epoch 7897/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6303 - accuracy: 0.3640
Epoch 7898/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6303 - accuracy: 0.3640
Epoch 7899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6302 - accuracy: 0.3640
Epoch 7900/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6302 - accuracy: 0.3640
Epoch 7901/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6302 - accuracy: 0.3640
Epoch 7902/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6301 - accuracy: 0.3640
Epoch 7903/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6301 - accuracy: 0.3640
Epoch 7904/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6300 - accuracy: 0.3640
Epoch 7905/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6300 - accuracy: 0.3640
Epoch 7906/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6300 - accuracy: 0.3640
Epoch 7907/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6299 - accuracy: 0.3640
Epoch 7908/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6299 - accuracy: 0.3640
Epoch 7909/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6299 - accuracy: 0.3640
Epoch 7910/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6298 - accuracy: 0.3640
Epoch 7911/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6298 - accuracy: 0.3640
Epoch 7912/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6298 - accuracy: 0.3640
Epoch 7913/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6297 - accuracy: 0.3640
Epoch 7914/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6297 - accuracy: 0.3640
Epoch 7915/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6296 - accuracy: 0.3640
Epoch 7916/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6296 - accuracy: 0.3640
Epoch 7917/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6296 - accuracy: 0.3640
Epoch 7918/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6295 - accuracy: 0.3640
Epoch 7919/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6295 - accuracy: 0.3640
Epoch 7920/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6295 - accuracy: 0.3640
Epoch 7921/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6294 - accuracy: 0.3640
Epoch 7922/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6294 - accuracy: 0.3640
Epoch 7923/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6294 - accuracy: 0.3640
Epoch 7924/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6293 - accuracy: 0.3640
Epoch 7925/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6293 - accuracy: 0.3640
Epoch 7926/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6292 - accuracy: 0.3640
Epoch 7927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6292 - accuracy: 0.3660
Epoch 7928/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6292 - accuracy: 0.3660
Epoch 7929/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6291 - accuracy: 0.3660
Epoch 7930/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6291 - accuracy: 0.3660
Epoch 7931/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6291 - accuracy: 0.3660
Epoch 7932/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6290 - accuracy: 0.3660
Epoch 7933/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6290 - accuracy: 0.3660
Epoch 7934/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6290 - accuracy: 0.3660
Epoch 7935/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6289 - accuracy: 0.3660
Epoch 7936/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6289 - accuracy: 0.3660
Epoch 7937/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6288 - accuracy: 0.3660
Epoch 7938/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6288 - accuracy: 0.3660
Epoch 7939/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6288 - accuracy: 0.3660
Epoch 7940/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6287 - accuracy: 0.3660
Epoch 7941/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6287 - accuracy: 0.3680
Epoch 7942/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6287 - accuracy: 0.3680
Epoch 7943/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6286 - accuracy: 0.3680
Epoch 7944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6286 - accuracy: 0.3680
Epoch 7945/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6285 - accuracy: 0.3680
Epoch 7946/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6285 - accuracy: 0.3680
Epoch 7947/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6285 - accuracy: 0.3680
Epoch 7948/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6284 - accuracy: 0.3680
Epoch 7949/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6284 - accuracy: 0.3680
Epoch 7950/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6284 - accuracy: 0.3680
Epoch 7951/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6283 - accuracy: 0.3680
Epoch 7952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6283 - accuracy: 0.3680
Epoch 7953/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6282 - accuracy: 0.3680
Epoch 7954/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6282 - accuracy: 0.3680
Epoch 7955/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6282 - accuracy: 0.3680
Epoch 7956/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6281 - accuracy: 0.3680
Epoch 7957/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6281 - accuracy: 0.3680
Epoch 7958/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6281 - accuracy: 0.3680
Epoch 7959/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6280 - accuracy: 0.3680
Epoch 7960/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6280 - accuracy: 0.3680
Epoch 7961/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6279 - accuracy: 0.3680
Epoch 7962/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6279 - accuracy: 0.3680
Epoch 7963/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6279 - accuracy: 0.3680
Epoch 7964/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6278 - accuracy: 0.3680
Epoch 7965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6278 - accuracy: 0.3680
Epoch 7966/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6278 - accuracy: 0.3680
Epoch 7967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6277 - accuracy: 0.3680
Epoch 7968/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6277 - accuracy: 0.3680
Epoch 7969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6276 - accuracy: 0.3680
Epoch 7970/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6276 - accuracy: 0.3680
Epoch 7971/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6276 - accuracy: 0.3680
Epoch 7972/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6275 - accuracy: 0.3680
Epoch 7973/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6275 - accuracy: 0.3680
Epoch 7974/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6275 - accuracy: 0.3680
Epoch 7975/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6274 - accuracy: 0.3680
Epoch 7976/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6274 - accuracy: 0.3680
Epoch 7977/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6273 - accuracy: 0.3680
Epoch 7978/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6273 - accuracy: 0.3680
Epoch 7979/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6273 - accuracy: 0.3680
Epoch 7980/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6272 - accuracy: 0.3680
Epoch 7981/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6272 - accuracy: 0.3680
Epoch 7982/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6272 - accuracy: 0.3680
Epoch 7983/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6271 - accuracy: 0.3680
Epoch 7984/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6271 - accuracy: 0.3680
Epoch 7985/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.6270 - accuracy: 0.3680
Epoch 7986/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6270 - accuracy: 0.3680
Epoch 7987/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6270 - accuracy: 0.3680
Epoch 7988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6269 - accuracy: 0.3680
Epoch 7989/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6269 - accuracy: 0.3680
Epoch 7990/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6269 - accuracy: 0.3680
Epoch 7991/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6268 - accuracy: 0.3700
Epoch 7992/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6268 - accuracy: 0.3700
Epoch 7993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6267 - accuracy: 0.3700
Epoch 7994/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6267 - accuracy: 0.3700
Epoch 7995/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6267 - accuracy: 0.3700
Epoch 7996/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6266 - accuracy: 0.3700
Epoch 7997/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6266 - accuracy: 0.3700
Epoch 7998/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6265 - accuracy: 0.3700
Epoch 7999/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6265 - accuracy: 0.3700
Epoch 8000/10000
1/1 [==============================] - 0s 72ms/step - loss: 1.6265 - accuracy: 0.3700 - val_loss: 270.0539 - val_accuracy: 0.1603
Epoch 8001/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6264 - accuracy: 0.3700
Epoch 8002/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6264 - accuracy: 0.3700
Epoch 8003/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6264 - accuracy: 0.3700
Epoch 8004/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6263 - accuracy: 0.3700
Epoch 8005/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6263 - accuracy: 0.3700
Epoch 8006/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6262 - accuracy: 0.3700
Epoch 8007/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6262 - accuracy: 0.3700
Epoch 8008/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6262 - accuracy: 0.3700
Epoch 8009/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6261 - accuracy: 0.3700
Epoch 8010/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6261 - accuracy: 0.3700
Epoch 8011/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6261 - accuracy: 0.3700
Epoch 8012/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6260 - accuracy: 0.3700
Epoch 8013/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6260 - accuracy: 0.3700
Epoch 8014/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6259 - accuracy: 0.3700
Epoch 8015/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6259 - accuracy: 0.3700
Epoch 8016/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6259 - accuracy: 0.3700
Epoch 8017/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6258 - accuracy: 0.3700
Epoch 8018/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6258 - accuracy: 0.3700
Epoch 8019/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6258 - accuracy: 0.3700
Epoch 8020/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6257 - accuracy: 0.3700
Epoch 8021/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6257 - accuracy: 0.3700
Epoch 8022/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6256 - accuracy: 0.3700
Epoch 8023/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6256 - accuracy: 0.3700
Epoch 8024/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6256 - accuracy: 0.3700
Epoch 8025/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6255 - accuracy: 0.3700
Epoch 8026/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6255 - accuracy: 0.3700
Epoch 8027/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6255 - accuracy: 0.3700
Epoch 8028/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6254 - accuracy: 0.3700
Epoch 8029/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6254 - accuracy: 0.3700
Epoch 8030/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6253 - accuracy: 0.3700
Epoch 8031/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6253 - accuracy: 0.3700
Epoch 8032/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6253 - accuracy: 0.3700
Epoch 8033/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6252 - accuracy: 0.3700
Epoch 8034/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6252 - accuracy: 0.3700
Epoch 8035/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6252 - accuracy: 0.3700
Epoch 8036/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6251 - accuracy: 0.3700
Epoch 8037/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6251 - accuracy: 0.3700
Epoch 8038/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6250 - accuracy: 0.3700
Epoch 8039/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6250 - accuracy: 0.3700
Epoch 8040/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6250 - accuracy: 0.3700
Epoch 8041/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6249 - accuracy: 0.3700
Epoch 8042/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6249 - accuracy: 0.3700
Epoch 8043/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6249 - accuracy: 0.3700
Epoch 8044/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6248 - accuracy: 0.3700
Epoch 8045/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6248 - accuracy: 0.3700
Epoch 8046/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6247 - accuracy: 0.3700
Epoch 8047/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6247 - accuracy: 0.3700
Epoch 8048/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6247 - accuracy: 0.3700
Epoch 8049/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6246 - accuracy: 0.3700
Epoch 8050/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6246 - accuracy: 0.3700
Epoch 8051/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6246 - accuracy: 0.3700
Epoch 8052/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6245 - accuracy: 0.3700
Epoch 8053/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6245 - accuracy: 0.3700
Epoch 8054/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6244 - accuracy: 0.3700
Epoch 8055/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6244 - accuracy: 0.3700
Epoch 8056/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6244 - accuracy: 0.3700
Epoch 8057/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6243 - accuracy: 0.3700
Epoch 8058/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6243 - accuracy: 0.3700
Epoch 8059/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6243 - accuracy: 0.3700
Epoch 8060/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6242 - accuracy: 0.3700
Epoch 8061/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6242 - accuracy: 0.3680
Epoch 8062/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6241 - accuracy: 0.3680
Epoch 8063/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6241 - accuracy: 0.3680
Epoch 8064/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6241 - accuracy: 0.3680
Epoch 8065/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.6240 - accuracy: 0.3680
Epoch 8066/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6240 - accuracy: 0.3680
Epoch 8067/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6239 - accuracy: 0.3680
Epoch 8068/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6239 - accuracy: 0.3680
Epoch 8069/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6239 - accuracy: 0.3680
Epoch 8070/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6238 - accuracy: 0.3680
Epoch 8071/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6238 - accuracy: 0.3680
Epoch 8072/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6238 - accuracy: 0.3680
Epoch 8073/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6237 - accuracy: 0.3680
Epoch 8074/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6237 - accuracy: 0.3680
Epoch 8075/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6236 - accuracy: 0.3680
Epoch 8076/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6236 - accuracy: 0.3680
Epoch 8077/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6236 - accuracy: 0.3680
Epoch 8078/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6235 - accuracy: 0.3680
Epoch 8079/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.6235 - accuracy: 0.3680
Epoch 8080/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6234 - accuracy: 0.3680
Epoch 8081/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6234 - accuracy: 0.3700
Epoch 8082/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6234 - accuracy: 0.3700
Epoch 8083/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6233 - accuracy: 0.3700
Epoch 8084/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6233 - accuracy: 0.3700
Epoch 8085/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6232 - accuracy: 0.3700
Epoch 8086/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6232 - accuracy: 0.3700
Epoch 8087/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6232 - accuracy: 0.3700
Epoch 8088/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6231 - accuracy: 0.3700
Epoch 8089/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6231 - accuracy: 0.3700
Epoch 8090/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6230 - accuracy: 0.3700
Epoch 8091/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6230 - accuracy: 0.3700
Epoch 8092/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.6230 - accuracy: 0.3700
Epoch 8093/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6229 - accuracy: 0.3700
Epoch 8094/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6229 - accuracy: 0.3700
Epoch 8095/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6229 - accuracy: 0.3700
Epoch 8096/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6228 - accuracy: 0.3700
Epoch 8097/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6228 - accuracy: 0.3700
Epoch 8098/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6227 - accuracy: 0.3700
Epoch 8099/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6227 - accuracy: 0.3700
Epoch 8100/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6227 - accuracy: 0.3700
Epoch 8101/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6226 - accuracy: 0.3700
Epoch 8102/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6226 - accuracy: 0.3700
Epoch 8103/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6226 - accuracy: 0.3700
Epoch 8104/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6225 - accuracy: 0.3700
Epoch 8105/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6225 - accuracy: 0.3700
Epoch 8106/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6224 - accuracy: 0.3700
Epoch 8107/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6224 - accuracy: 0.3700
Epoch 8108/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6224 - accuracy: 0.3700
Epoch 8109/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6223 - accuracy: 0.3700
Epoch 8110/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6223 - accuracy: 0.3700
Epoch 8111/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6223 - accuracy: 0.3700
Epoch 8112/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6222 - accuracy: 0.3700
Epoch 8113/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6222 - accuracy: 0.3700
Epoch 8114/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6221 - accuracy: 0.3700
Epoch 8115/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6221 - accuracy: 0.3700
Epoch 8116/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6221 - accuracy: 0.3700
Epoch 8117/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6220 - accuracy: 0.3700
Epoch 8118/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6220 - accuracy: 0.3700
Epoch 8119/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6220 - accuracy: 0.3700
Epoch 8120/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6219 - accuracy: 0.3700
Epoch 8121/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6219 - accuracy: 0.3700
Epoch 8122/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6218 - accuracy: 0.3700
Epoch 8123/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6218 - accuracy: 0.3700
Epoch 8124/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6218 - accuracy: 0.3700
Epoch 8125/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6217 - accuracy: 0.3700
Epoch 8126/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6217 - accuracy: 0.3700
Epoch 8127/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6217 - accuracy: 0.3700
Epoch 8128/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6216 - accuracy: 0.3700
Epoch 8129/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6216 - accuracy: 0.3700
Epoch 8130/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6215 - accuracy: 0.3700
Epoch 8131/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6215 - accuracy: 0.3700
Epoch 8132/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6215 - accuracy: 0.3700
Epoch 8133/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6214 - accuracy: 0.3700
Epoch 8134/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6214 - accuracy: 0.3700
Epoch 8135/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6214 - accuracy: 0.3700
Epoch 8136/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6213 - accuracy: 0.3700
Epoch 8137/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6213 - accuracy: 0.3700
Epoch 8138/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6212 - accuracy: 0.3700
Epoch 8139/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6212 - accuracy: 0.3700
Epoch 8140/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6212 - accuracy: 0.3700
Epoch 8141/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6211 - accuracy: 0.3700
Epoch 8142/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6211 - accuracy: 0.3700
Epoch 8143/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6211 - accuracy: 0.3700
Epoch 8144/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6210 - accuracy: 0.3700
Epoch 8145/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6210 - accuracy: 0.3700
Epoch 8146/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6209 - accuracy: 0.3700
Epoch 8147/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6209 - accuracy: 0.3700
Epoch 8148/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6209 - accuracy: 0.3700
Epoch 8149/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6208 - accuracy: 0.3700
Epoch 8150/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6208 - accuracy: 0.3700
Epoch 8151/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6208 - accuracy: 0.3700
Epoch 8152/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6207 - accuracy: 0.3700
Epoch 8153/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6207 - accuracy: 0.3700
Epoch 8154/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6206 - accuracy: 0.3700
Epoch 8155/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6206 - accuracy: 0.3700
Epoch 8156/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6206 - accuracy: 0.3700
Epoch 8157/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6205 - accuracy: 0.3700
Epoch 8158/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6205 - accuracy: 0.3700
Epoch 8159/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6205 - accuracy: 0.3700
Epoch 8160/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6204 - accuracy: 0.3700
Epoch 8161/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6204 - accuracy: 0.3700
Epoch 8162/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6203 - accuracy: 0.3700
Epoch 8163/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6203 - accuracy: 0.3700
Epoch 8164/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6203 - accuracy: 0.3700
Epoch 8165/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6202 - accuracy: 0.3700
Epoch 8166/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6202 - accuracy: 0.3700
Epoch 8167/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6202 - accuracy: 0.3700
Epoch 8168/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6201 - accuracy: 0.3700
Epoch 8169/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6201 - accuracy: 0.3700
Epoch 8170/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6200 - accuracy: 0.3700
Epoch 8171/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6200 - accuracy: 0.3700
Epoch 8172/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6200 - accuracy: 0.3700
Epoch 8173/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6199 - accuracy: 0.3700
Epoch 8174/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6199 - accuracy: 0.3700
Epoch 8175/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6199 - accuracy: 0.3700
Epoch 8176/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6198 - accuracy: 0.3700
Epoch 8177/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6198 - accuracy: 0.3700
Epoch 8178/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6197 - accuracy: 0.3700
Epoch 8179/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6197 - accuracy: 0.3700
Epoch 8180/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6197 - accuracy: 0.3700
Epoch 8181/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6196 - accuracy: 0.3700
Epoch 8182/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6196 - accuracy: 0.3700
Epoch 8183/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6196 - accuracy: 0.3700
Epoch 8184/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6195 - accuracy: 0.3700
Epoch 8185/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6195 - accuracy: 0.3700
Epoch 8186/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6194 - accuracy: 0.3700
Epoch 8187/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6194 - accuracy: 0.3700
Epoch 8188/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6194 - accuracy: 0.3700
Epoch 8189/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6193 - accuracy: 0.3700
Epoch 8190/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6193 - accuracy: 0.3700
Epoch 8191/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6193 - accuracy: 0.3700
Epoch 8192/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6192 - accuracy: 0.3700
Epoch 8193/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6192 - accuracy: 0.3700
Epoch 8194/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6191 - accuracy: 0.3700
Epoch 8195/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6191 - accuracy: 0.3700
Epoch 8196/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.6191 - accuracy: 0.3700
Epoch 8197/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6190 - accuracy: 0.3700
Epoch 8198/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6190 - accuracy: 0.3700
Epoch 8199/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6190 - accuracy: 0.3700
Epoch 8200/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6189 - accuracy: 0.3700
Epoch 8201/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6189 - accuracy: 0.3700
Epoch 8202/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6188 - accuracy: 0.3700
Epoch 8203/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6188 - accuracy: 0.3700
Epoch 8204/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6188 - accuracy: 0.3700
Epoch 8205/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6187 - accuracy: 0.3700
Epoch 8206/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6187 - accuracy: 0.3700
Epoch 8207/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6187 - accuracy: 0.3700
Epoch 8208/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6186 - accuracy: 0.3700
Epoch 8209/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6186 - accuracy: 0.3700
Epoch 8210/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6185 - accuracy: 0.3720
Epoch 8211/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6185 - accuracy: 0.3720
Epoch 8212/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6185 - accuracy: 0.3720
Epoch 8213/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6184 - accuracy: 0.3720
Epoch 8214/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6184 - accuracy: 0.3720
Epoch 8215/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6184 - accuracy: 0.3720
Epoch 8216/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6183 - accuracy: 0.3720
Epoch 8217/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6183 - accuracy: 0.3720
Epoch 8218/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6182 - accuracy: 0.3720
Epoch 8219/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6182 - accuracy: 0.3720
Epoch 8220/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6182 - accuracy: 0.3720
Epoch 8221/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6181 - accuracy: 0.3720
Epoch 8222/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6181 - accuracy: 0.3720
Epoch 8223/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6181 - accuracy: 0.3720
Epoch 8224/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6180 - accuracy: 0.3720
Epoch 8225/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6180 - accuracy: 0.3720
Epoch 8226/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6179 - accuracy: 0.3720
Epoch 8227/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6179 - accuracy: 0.3720
Epoch 8228/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6179 - accuracy: 0.3720
Epoch 8229/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6178 - accuracy: 0.3720
Epoch 8230/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6178 - accuracy: 0.3720
Epoch 8231/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6178 - accuracy: 0.3720
Epoch 8232/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6177 - accuracy: 0.3720
Epoch 8233/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6177 - accuracy: 0.3700
Epoch 8234/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6176 - accuracy: 0.3700
Epoch 8235/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6176 - accuracy: 0.3700
Epoch 8236/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6176 - accuracy: 0.3700
Epoch 8237/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6175 - accuracy: 0.3700
Epoch 8238/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6175 - accuracy: 0.3700
Epoch 8239/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6175 - accuracy: 0.3700
Epoch 8240/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6174 - accuracy: 0.3700
Epoch 8241/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6174 - accuracy: 0.3700
Epoch 8242/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6173 - accuracy: 0.3700
Epoch 8243/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6173 - accuracy: 0.3700
Epoch 8244/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6173 - accuracy: 0.3700
Epoch 8245/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6172 - accuracy: 0.3700
Epoch 8246/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6172 - accuracy: 0.3700
Epoch 8247/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6172 - accuracy: 0.3700
Epoch 8248/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6171 - accuracy: 0.3700
Epoch 8249/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6171 - accuracy: 0.3700
Epoch 8250/10000
1/1 [==============================] - 0s 96ms/step - loss: 1.6170 - accuracy: 0.3700 - val_loss: 278.3861 - val_accuracy: 0.1615
Epoch 8251/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6170 - accuracy: 0.3700
Epoch 8252/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6170 - accuracy: 0.3700
Epoch 8253/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6169 - accuracy: 0.3700
Epoch 8254/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6169 - accuracy: 0.3700
Epoch 8255/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6169 - accuracy: 0.3700
Epoch 8256/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6168 - accuracy: 0.3700
Epoch 8257/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6168 - accuracy: 0.3700
Epoch 8258/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6167 - accuracy: 0.3700
Epoch 8259/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6167 - accuracy: 0.3700
Epoch 8260/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6167 - accuracy: 0.3700
Epoch 8261/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6166 - accuracy: 0.3700
Epoch 8262/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6166 - accuracy: 0.3700
Epoch 8263/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6166 - accuracy: 0.3700
Epoch 8264/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6165 - accuracy: 0.3700
Epoch 8265/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6165 - accuracy: 0.3700
Epoch 8266/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6164 - accuracy: 0.3700
Epoch 8267/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6164 - accuracy: 0.3700
Epoch 8268/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6164 - accuracy: 0.3700
Epoch 8269/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6163 - accuracy: 0.3700
Epoch 8270/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6163 - accuracy: 0.3700
Epoch 8271/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6163 - accuracy: 0.3700
Epoch 8272/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6162 - accuracy: 0.3700
Epoch 8273/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6162 - accuracy: 0.3700
Epoch 8274/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6161 - accuracy: 0.3700
Epoch 8275/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6161 - accuracy: 0.3700
Epoch 8276/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6161 - accuracy: 0.3700
Epoch 8277/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6160 - accuracy: 0.3700
Epoch 8278/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6160 - accuracy: 0.3700
Epoch 8279/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6160 - accuracy: 0.3700
Epoch 8280/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6159 - accuracy: 0.3700
Epoch 8281/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6159 - accuracy: 0.3700
Epoch 8282/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6159 - accuracy: 0.3700
Epoch 8283/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6158 - accuracy: 0.3700
Epoch 8284/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6158 - accuracy: 0.3700
Epoch 8285/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6157 - accuracy: 0.3700
Epoch 8286/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6157 - accuracy: 0.3700
Epoch 8287/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6157 - accuracy: 0.3700
Epoch 8288/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6156 - accuracy: 0.3700
Epoch 8289/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6156 - accuracy: 0.3700
Epoch 8290/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6156 - accuracy: 0.3700
Epoch 8291/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6155 - accuracy: 0.3700
Epoch 8292/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6155 - accuracy: 0.3700
Epoch 8293/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6155 - accuracy: 0.3700
Epoch 8294/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6154 - accuracy: 0.3700
Epoch 8295/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6154 - accuracy: 0.3700
Epoch 8296/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6153 - accuracy: 0.3700
Epoch 8297/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6153 - accuracy: 0.3700
Epoch 8298/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6153 - accuracy: 0.3700
Epoch 8299/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6152 - accuracy: 0.3700
Epoch 8300/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6152 - accuracy: 0.3700
Epoch 8301/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6152 - accuracy: 0.3700
Epoch 8302/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6151 - accuracy: 0.3700
Epoch 8303/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6151 - accuracy: 0.3700
Epoch 8304/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6151 - accuracy: 0.3700
Epoch 8305/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6150 - accuracy: 0.3700
Epoch 8306/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6150 - accuracy: 0.3700
Epoch 8307/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6149 - accuracy: 0.3700
Epoch 8308/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6149 - accuracy: 0.3700
Epoch 8309/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6149 - accuracy: 0.3700
Epoch 8310/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6148 - accuracy: 0.3700
Epoch 8311/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6148 - accuracy: 0.3700
Epoch 8312/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6148 - accuracy: 0.3700
Epoch 8313/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6147 - accuracy: 0.3700
Epoch 8314/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6147 - accuracy: 0.3700
Epoch 8315/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6147 - accuracy: 0.3700
Epoch 8316/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6146 - accuracy: 0.3700
Epoch 8317/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6146 - accuracy: 0.3700
Epoch 8318/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6146 - accuracy: 0.3700
Epoch 8319/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6146 - accuracy: 0.3700
Epoch 8320/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6145 - accuracy: 0.3700
Epoch 8321/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6145 - accuracy: 0.3700
Epoch 8322/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6145 - accuracy: 0.3700
Epoch 8323/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6144 - accuracy: 0.3700
Epoch 8324/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6144 - accuracy: 0.3700
Epoch 8325/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6144 - accuracy: 0.3700
Epoch 8326/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6143 - accuracy: 0.3700
Epoch 8327/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6143 - accuracy: 0.3700
Epoch 8328/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6143 - accuracy: 0.3700
Epoch 8329/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6142 - accuracy: 0.3700
Epoch 8330/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6142 - accuracy: 0.3700
Epoch 8331/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6142 - accuracy: 0.3700
Epoch 8332/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6142 - accuracy: 0.3700
Epoch 8333/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6141 - accuracy: 0.3700
Epoch 8334/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6141 - accuracy: 0.3720
Epoch 8335/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6141 - accuracy: 0.3720
Epoch 8336/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6140 - accuracy: 0.3720
Epoch 8337/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6140 - accuracy: 0.3720
Epoch 8338/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6140 - accuracy: 0.3720
Epoch 8339/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6139 - accuracy: 0.3720
Epoch 8340/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6139 - accuracy: 0.3720
Epoch 8341/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6139 - accuracy: 0.3720
Epoch 8342/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6138 - accuracy: 0.3720
Epoch 8343/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6138 - accuracy: 0.3720
Epoch 8344/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6138 - accuracy: 0.3720
Epoch 8345/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6138 - accuracy: 0.3720
Epoch 8346/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6137 - accuracy: 0.3720
Epoch 8347/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6137 - accuracy: 0.3720
Epoch 8348/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6137 - accuracy: 0.3720
Epoch 8349/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6136 - accuracy: 0.3720
Epoch 8350/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6136 - accuracy: 0.3720
Epoch 8351/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6136 - accuracy: 0.3720
Epoch 8352/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6135 - accuracy: 0.3720
Epoch 8353/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6135 - accuracy: 0.3720
Epoch 8354/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6135 - accuracy: 0.3720
Epoch 8355/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6135 - accuracy: 0.3720
Epoch 8356/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6134 - accuracy: 0.3720
Epoch 8357/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6134 - accuracy: 0.3720
Epoch 8358/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6134 - accuracy: 0.3720
Epoch 8359/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6133 - accuracy: 0.3720
Epoch 8360/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6133 - accuracy: 0.3720
Epoch 8361/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6133 - accuracy: 0.3720
Epoch 8362/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6132 - accuracy: 0.3720
Epoch 8363/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6132 - accuracy: 0.3720
Epoch 8364/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6132 - accuracy: 0.3720
Epoch 8365/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6132 - accuracy: 0.3720
Epoch 8366/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6131 - accuracy: 0.3720
Epoch 8367/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6131 - accuracy: 0.3720
Epoch 8368/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6131 - accuracy: 0.3720
Epoch 8369/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6130 - accuracy: 0.3720
Epoch 8370/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6130 - accuracy: 0.3720
Epoch 8371/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6130 - accuracy: 0.3720
Epoch 8372/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6129 - accuracy: 0.3720
Epoch 8373/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6129 - accuracy: 0.3720
Epoch 8374/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6129 - accuracy: 0.3720
Epoch 8375/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6129 - accuracy: 0.3720
Epoch 8376/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6128 - accuracy: 0.3720
Epoch 8377/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6128 - accuracy: 0.3720
Epoch 8378/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6128 - accuracy: 0.3720
Epoch 8379/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6127 - accuracy: 0.3720
Epoch 8380/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6127 - accuracy: 0.3720
Epoch 8381/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6127 - accuracy: 0.3720
Epoch 8382/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6126 - accuracy: 0.3720
Epoch 8383/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6126 - accuracy: 0.3720
Epoch 8384/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6126 - accuracy: 0.3700
Epoch 8385/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6126 - accuracy: 0.3700
Epoch 8386/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6125 - accuracy: 0.3700
Epoch 8387/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6125 - accuracy: 0.3700
Epoch 8388/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6125 - accuracy: 0.3700
Epoch 8389/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6124 - accuracy: 0.3700
Epoch 8390/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6124 - accuracy: 0.3700
Epoch 8391/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6124 - accuracy: 0.3700
Epoch 8392/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6123 - accuracy: 0.3700
Epoch 8393/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6123 - accuracy: 0.3700
Epoch 8394/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6123 - accuracy: 0.3700
Epoch 8395/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6122 - accuracy: 0.3700
Epoch 8396/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6122 - accuracy: 0.3700
Epoch 8397/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6122 - accuracy: 0.3700
Epoch 8398/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6122 - accuracy: 0.3700
Epoch 8399/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6121 - accuracy: 0.3700
Epoch 8400/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6121 - accuracy: 0.3700
Epoch 8401/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6121 - accuracy: 0.3700
Epoch 8402/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6120 - accuracy: 0.3700
Epoch 8403/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6120 - accuracy: 0.3700
Epoch 8404/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6120 - accuracy: 0.3700
Epoch 8405/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6119 - accuracy: 0.3700
Epoch 8406/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6119 - accuracy: 0.3700
Epoch 8407/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6119 - accuracy: 0.3700
Epoch 8408/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6119 - accuracy: 0.3700
Epoch 8409/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6118 - accuracy: 0.3700
Epoch 8410/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6118 - accuracy: 0.3700
Epoch 8411/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6118 - accuracy: 0.3700
Epoch 8412/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6117 - accuracy: 0.3700
Epoch 8413/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6117 - accuracy: 0.3700
Epoch 8414/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6117 - accuracy: 0.3700
Epoch 8415/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6116 - accuracy: 0.3700
Epoch 8416/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6116 - accuracy: 0.3700
Epoch 8417/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6116 - accuracy: 0.3700
Epoch 8418/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6116 - accuracy: 0.3700
Epoch 8419/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6115 - accuracy: 0.3700
Epoch 8420/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6115 - accuracy: 0.3720
Epoch 8421/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6115 - accuracy: 0.3720
Epoch 8422/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6114 - accuracy: 0.3720
Epoch 8423/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6114 - accuracy: 0.3720
Epoch 8424/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.6114 - accuracy: 0.3720
Epoch 8425/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6113 - accuracy: 0.3720
Epoch 8426/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6113 - accuracy: 0.3720
Epoch 8427/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6113 - accuracy: 0.3720
Epoch 8428/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6113 - accuracy: 0.3720
Epoch 8429/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6112 - accuracy: 0.3720
Epoch 8430/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6112 - accuracy: 0.3720
Epoch 8431/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6112 - accuracy: 0.3720
Epoch 8432/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6111 - accuracy: 0.3720
Epoch 8433/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6111 - accuracy: 0.3720
Epoch 8434/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6111 - accuracy: 0.3720
Epoch 8435/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6110 - accuracy: 0.3720
Epoch 8436/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6110 - accuracy: 0.3720
Epoch 8437/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6110 - accuracy: 0.3720
Epoch 8438/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6110 - accuracy: 0.3720
Epoch 8439/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6109 - accuracy: 0.3720
Epoch 8440/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6109 - accuracy: 0.3720
Epoch 8441/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6109 - accuracy: 0.3720
Epoch 8442/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6108 - accuracy: 0.3720
Epoch 8443/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6108 - accuracy: 0.3720
Epoch 8444/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6108 - accuracy: 0.3720
Epoch 8445/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6107 - accuracy: 0.3720
Epoch 8446/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6107 - accuracy: 0.3720
Epoch 8447/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6107 - accuracy: 0.3720
Epoch 8448/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6106 - accuracy: 0.3720
Epoch 8449/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6106 - accuracy: 0.3720
Epoch 8450/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6106 - accuracy: 0.3720
Epoch 8451/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6106 - accuracy: 0.3720
Epoch 8452/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6105 - accuracy: 0.3720
Epoch 8453/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6105 - accuracy: 0.3720
Epoch 8454/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.6105 - accuracy: 0.3720
Epoch 8455/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6104 - accuracy: 0.3720
Epoch 8456/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6104 - accuracy: 0.3720
Epoch 8457/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6104 - accuracy: 0.3720
Epoch 8458/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6103 - accuracy: 0.3720
Epoch 8459/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6103 - accuracy: 0.3720
Epoch 8460/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6103 - accuracy: 0.3720
Epoch 8461/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6103 - accuracy: 0.3720
Epoch 8462/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6102 - accuracy: 0.3720
Epoch 8463/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6102 - accuracy: 0.3720
Epoch 8464/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6102 - accuracy: 0.3720
Epoch 8465/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6101 - accuracy: 0.3720
Epoch 8466/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6101 - accuracy: 0.3720
Epoch 8467/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6101 - accuracy: 0.3720
Epoch 8468/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6100 - accuracy: 0.3720
Epoch 8469/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6100 - accuracy: 0.3720
Epoch 8470/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6100 - accuracy: 0.3720
Epoch 8471/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6100 - accuracy: 0.3720
Epoch 8472/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6099 - accuracy: 0.3720
Epoch 8473/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6099 - accuracy: 0.3720
Epoch 8474/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6099 - accuracy: 0.3720
Epoch 8475/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6098 - accuracy: 0.3720
Epoch 8476/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6098 - accuracy: 0.3720
Epoch 8477/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6098 - accuracy: 0.3720
Epoch 8478/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6097 - accuracy: 0.3720
Epoch 8479/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6097 - accuracy: 0.3720
Epoch 8480/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6097 - accuracy: 0.3720
Epoch 8481/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6096 - accuracy: 0.3720
Epoch 8482/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6096 - accuracy: 0.3720
Epoch 8483/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6096 - accuracy: 0.3720
Epoch 8484/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6096 - accuracy: 0.3720
Epoch 8485/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6095 - accuracy: 0.3720
Epoch 8486/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6095 - accuracy: 0.3720
Epoch 8487/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6095 - accuracy: 0.3720
Epoch 8488/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6094 - accuracy: 0.3720
Epoch 8489/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6094 - accuracy: 0.3720
Epoch 8490/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6094 - accuracy: 0.3720
Epoch 8491/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6093 - accuracy: 0.3720
Epoch 8492/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6093 - accuracy: 0.3720
Epoch 8493/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6093 - accuracy: 0.3720
Epoch 8494/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6093 - accuracy: 0.3720
Epoch 8495/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6092 - accuracy: 0.3720
Epoch 8496/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6092 - accuracy: 0.3720
Epoch 8497/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6092 - accuracy: 0.3720
Epoch 8498/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6091 - accuracy: 0.3720
Epoch 8499/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6091 - accuracy: 0.3720
Epoch 8500/10000
1/1 [==============================] - 0s 73ms/step - loss: 1.6091 - accuracy: 0.3720 - val_loss: 285.7878 - val_accuracy: 0.1621
Epoch 8501/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6090 - accuracy: 0.3720
Epoch 8502/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6090 - accuracy: 0.3720
Epoch 8503/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6090 - accuracy: 0.3720
Epoch 8504/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6090 - accuracy: 0.3720
Epoch 8505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6089 - accuracy: 0.3720
Epoch 8506/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6089 - accuracy: 0.3720
Epoch 8507/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6089 - accuracy: 0.3720
Epoch 8508/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6088 - accuracy: 0.3720
Epoch 8509/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6088 - accuracy: 0.3720
Epoch 8510/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6088 - accuracy: 0.3720
Epoch 8511/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6087 - accuracy: 0.3720
Epoch 8512/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6087 - accuracy: 0.3720
Epoch 8513/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6087 - accuracy: 0.3720
Epoch 8514/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6086 - accuracy: 0.3720
Epoch 8515/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6086 - accuracy: 0.3720
Epoch 8516/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6086 - accuracy: 0.3720
Epoch 8517/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6086 - accuracy: 0.3720
Epoch 8518/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6085 - accuracy: 0.3720
Epoch 8519/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6085 - accuracy: 0.3720
Epoch 8520/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6085 - accuracy: 0.3720
Epoch 8521/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6084 - accuracy: 0.3720
Epoch 8522/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6084 - accuracy: 0.3720
Epoch 8523/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6084 - accuracy: 0.3720
Epoch 8524/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6083 - accuracy: 0.3720
Epoch 8525/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6083 - accuracy: 0.3720
Epoch 8526/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6083 - accuracy: 0.3720
Epoch 8527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6083 - accuracy: 0.3720
Epoch 8528/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6082 - accuracy: 0.3720
Epoch 8529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6082 - accuracy: 0.3720
Epoch 8530/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6082 - accuracy: 0.3720
Epoch 8531/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6081 - accuracy: 0.3720
Epoch 8532/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6081 - accuracy: 0.3720
Epoch 8533/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6081 - accuracy: 0.3720
Epoch 8534/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6080 - accuracy: 0.3720
Epoch 8535/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6080 - accuracy: 0.3720
Epoch 8536/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6080 - accuracy: 0.3720
Epoch 8537/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6079 - accuracy: 0.3720
Epoch 8538/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6079 - accuracy: 0.3720
Epoch 8539/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6079 - accuracy: 0.3720
Epoch 8540/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6079 - accuracy: 0.3720
Epoch 8541/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6078 - accuracy: 0.3720
Epoch 8542/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6078 - accuracy: 0.3720
Epoch 8543/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6078 - accuracy: 0.3720
Epoch 8544/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6077 - accuracy: 0.3740
Epoch 8545/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6077 - accuracy: 0.3740
Epoch 8546/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6077 - accuracy: 0.3740
Epoch 8547/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6076 - accuracy: 0.3740
Epoch 8548/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6076 - accuracy: 0.3740
Epoch 8549/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6076 - accuracy: 0.3740
Epoch 8550/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6076 - accuracy: 0.3740
Epoch 8551/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6075 - accuracy: 0.3740
Epoch 8552/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.6075 - accuracy: 0.3740
Epoch 8553/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6075 - accuracy: 0.3740
Epoch 8554/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6074 - accuracy: 0.3740
Epoch 8555/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6074 - accuracy: 0.3740
Epoch 8556/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6074 - accuracy: 0.3740
Epoch 8557/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6073 - accuracy: 0.3740
Epoch 8558/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6073 - accuracy: 0.3740
Epoch 8559/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6073 - accuracy: 0.3740
Epoch 8560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6073 - accuracy: 0.3740
Epoch 8561/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6072 - accuracy: 0.3740
Epoch 8562/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6072 - accuracy: 0.3740
Epoch 8563/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6072 - accuracy: 0.3740
Epoch 8564/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6071 - accuracy: 0.3740
Epoch 8565/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6071 - accuracy: 0.3740
Epoch 8566/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6071 - accuracy: 0.3740
Epoch 8567/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6070 - accuracy: 0.3740
Epoch 8568/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6070 - accuracy: 0.3740
Epoch 8569/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6070 - accuracy: 0.3740
Epoch 8570/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6070 - accuracy: 0.3740
Epoch 8571/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6069 - accuracy: 0.3740
Epoch 8572/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6069 - accuracy: 0.3740
Epoch 8573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6069 - accuracy: 0.3740
Epoch 8574/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6068 - accuracy: 0.3740
Epoch 8575/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6068 - accuracy: 0.3740
Epoch 8576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6068 - accuracy: 0.3740
Epoch 8577/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6067 - accuracy: 0.3740
Epoch 8578/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6067 - accuracy: 0.3740
Epoch 8579/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6067 - accuracy: 0.3740
Epoch 8580/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6066 - accuracy: 0.3740
Epoch 8581/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6066 - accuracy: 0.3740
Epoch 8582/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6066 - accuracy: 0.3740
Epoch 8583/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6066 - accuracy: 0.3740
Epoch 8584/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6065 - accuracy: 0.3740
Epoch 8585/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6065 - accuracy: 0.3740
Epoch 8586/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6065 - accuracy: 0.3740
Epoch 8587/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6064 - accuracy: 0.3740
Epoch 8588/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6064 - accuracy: 0.3740
Epoch 8589/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6064 - accuracy: 0.3740
Epoch 8590/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6063 - accuracy: 0.3740
Epoch 8591/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6063 - accuracy: 0.3740
Epoch 8592/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6063 - accuracy: 0.3740
Epoch 8593/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6063 - accuracy: 0.3740
Epoch 8594/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6062 - accuracy: 0.3740
Epoch 8595/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6062 - accuracy: 0.3740
Epoch 8596/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6062 - accuracy: 0.3740
Epoch 8597/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6061 - accuracy: 0.3740
Epoch 8598/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6061 - accuracy: 0.3740
Epoch 8599/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6061 - accuracy: 0.3740
Epoch 8600/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6060 - accuracy: 0.3740
Epoch 8601/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6060 - accuracy: 0.3760
Epoch 8602/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6060 - accuracy: 0.3760
Epoch 8603/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6060 - accuracy: 0.3760
Epoch 8604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6059 - accuracy: 0.3760
Epoch 8605/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6059 - accuracy: 0.3760
Epoch 8606/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.6059 - accuracy: 0.3760
Epoch 8607/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6058 - accuracy: 0.3760
Epoch 8608/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6058 - accuracy: 0.3760
Epoch 8609/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6058 - accuracy: 0.3760
Epoch 8610/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6057 - accuracy: 0.3760
Epoch 8611/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6057 - accuracy: 0.3760
Epoch 8612/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6057 - accuracy: 0.3760
Epoch 8613/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6056 - accuracy: 0.3760
Epoch 8614/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6056 - accuracy: 0.3760
Epoch 8615/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6056 - accuracy: 0.3760
Epoch 8616/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6056 - accuracy: 0.3760
Epoch 8617/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6055 - accuracy: 0.3760
Epoch 8618/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6055 - accuracy: 0.3760
Epoch 8619/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6055 - accuracy: 0.3760
Epoch 8620/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6054 - accuracy: 0.3760
Epoch 8621/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6054 - accuracy: 0.3760
Epoch 8622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6054 - accuracy: 0.3760
Epoch 8623/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6053 - accuracy: 0.3760
Epoch 8624/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6053 - accuracy: 0.3760
Epoch 8625/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6053 - accuracy: 0.3760
Epoch 8626/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6053 - accuracy: 0.3760
Epoch 8627/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6052 - accuracy: 0.3760
Epoch 8628/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6052 - accuracy: 0.3760
Epoch 8629/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6052 - accuracy: 0.3760
Epoch 8630/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6051 - accuracy: 0.3760
Epoch 8631/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6051 - accuracy: 0.3760
Epoch 8632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6051 - accuracy: 0.3760
Epoch 8633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6050 - accuracy: 0.3760
Epoch 8634/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6050 - accuracy: 0.3760
Epoch 8635/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.6050 - accuracy: 0.3760
Epoch 8636/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6049 - accuracy: 0.3760
Epoch 8637/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6049 - accuracy: 0.3760
Epoch 8638/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6049 - accuracy: 0.3760
Epoch 8639/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6049 - accuracy: 0.3760
Epoch 8640/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6048 - accuracy: 0.3760
Epoch 8641/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6048 - accuracy: 0.3760
Epoch 8642/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6048 - accuracy: 0.3760
Epoch 8643/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6047 - accuracy: 0.3760
Epoch 8644/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6047 - accuracy: 0.3760
Epoch 8645/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6047 - accuracy: 0.3760
Epoch 8646/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6046 - accuracy: 0.3760
Epoch 8647/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6046 - accuracy: 0.3760
Epoch 8648/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6046 - accuracy: 0.3760
Epoch 8649/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6046 - accuracy: 0.3760
Epoch 8650/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6045 - accuracy: 0.3760
Epoch 8651/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6045 - accuracy: 0.3760
Epoch 8652/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6045 - accuracy: 0.3760
Epoch 8653/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6044 - accuracy: 0.3760
Epoch 8654/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6044 - accuracy: 0.3760
Epoch 8655/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6044 - accuracy: 0.3760
Epoch 8656/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6043 - accuracy: 0.3760
Epoch 8657/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6043 - accuracy: 0.3760
Epoch 8658/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6043 - accuracy: 0.3760
Epoch 8659/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6042 - accuracy: 0.3760
Epoch 8660/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6042 - accuracy: 0.3760
Epoch 8661/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6042 - accuracy: 0.3760
Epoch 8662/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.6042 - accuracy: 0.3760
Epoch 8663/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6041 - accuracy: 0.3760
Epoch 8664/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6041 - accuracy: 0.3760
Epoch 8665/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6041 - accuracy: 0.3760
Epoch 8666/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6040 - accuracy: 0.3760
Epoch 8667/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6040 - accuracy: 0.3760
Epoch 8668/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6040 - accuracy: 0.3760
Epoch 8669/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6039 - accuracy: 0.3760
Epoch 8670/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6039 - accuracy: 0.3760
Epoch 8671/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6039 - accuracy: 0.3760
Epoch 8672/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6039 - accuracy: 0.3760
Epoch 8673/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6038 - accuracy: 0.3760
Epoch 8674/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.6038 - accuracy: 0.3760
Epoch 8675/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6038 - accuracy: 0.3760
Epoch 8676/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6037 - accuracy: 0.3760
Epoch 8677/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6037 - accuracy: 0.3760
Epoch 8678/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6037 - accuracy: 0.3760
Epoch 8679/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6036 - accuracy: 0.3760
Epoch 8680/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6036 - accuracy: 0.3760
Epoch 8681/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6036 - accuracy: 0.3760
Epoch 8682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6036 - accuracy: 0.3760
Epoch 8683/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6035 - accuracy: 0.3760
Epoch 8684/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6035 - accuracy: 0.3760
Epoch 8685/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6035 - accuracy: 0.3760
Epoch 8686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6034 - accuracy: 0.3760
Epoch 8687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6034 - accuracy: 0.3760
Epoch 8688/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.6034 - accuracy: 0.3760
Epoch 8689/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6034 - accuracy: 0.3760
Epoch 8690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6033 - accuracy: 0.3760
Epoch 8691/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6033 - accuracy: 0.3760
Epoch 8692/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6033 - accuracy: 0.3760
Epoch 8693/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6032 - accuracy: 0.3760
Epoch 8694/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6032 - accuracy: 0.3760
Epoch 8695/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6032 - accuracy: 0.3760
Epoch 8696/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6031 - accuracy: 0.3760
Epoch 8697/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6031 - accuracy: 0.3760
Epoch 8698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6031 - accuracy: 0.3760
Epoch 8699/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6031 - accuracy: 0.3760
Epoch 8700/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6030 - accuracy: 0.3760
Epoch 8701/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6030 - accuracy: 0.3760
Epoch 8702/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6030 - accuracy: 0.3780
Epoch 8703/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6029 - accuracy: 0.3780
Epoch 8704/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.6029 - accuracy: 0.3780
Epoch 8705/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6029 - accuracy: 0.3780
Epoch 8706/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6028 - accuracy: 0.3780
Epoch 8707/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6028 - accuracy: 0.3800
Epoch 8708/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6028 - accuracy: 0.3800
Epoch 8709/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6028 - accuracy: 0.3800
Epoch 8710/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6027 - accuracy: 0.3800
Epoch 8711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6027 - accuracy: 0.3820
Epoch 8712/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6027 - accuracy: 0.3820
Epoch 8713/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6026 - accuracy: 0.3820
Epoch 8714/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6026 - accuracy: 0.3820
Epoch 8715/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6026 - accuracy: 0.3820
Epoch 8716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6025 - accuracy: 0.3820
Epoch 8717/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6025 - accuracy: 0.3820
Epoch 8718/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6025 - accuracy: 0.3820
Epoch 8719/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6025 - accuracy: 0.3820
Epoch 8720/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.6024 - accuracy: 0.3820
Epoch 8721/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6024 - accuracy: 0.3820
Epoch 8722/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6024 - accuracy: 0.3820
Epoch 8723/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6023 - accuracy: 0.3820
Epoch 8724/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6023 - accuracy: 0.3820
Epoch 8725/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6023 - accuracy: 0.3820
Epoch 8726/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6022 - accuracy: 0.3820
Epoch 8727/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6022 - accuracy: 0.3820
Epoch 8728/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6022 - accuracy: 0.3820
Epoch 8729/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6022 - accuracy: 0.3820
Epoch 8730/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6021 - accuracy: 0.3820
Epoch 8731/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6021 - accuracy: 0.3820
Epoch 8732/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6021 - accuracy: 0.3820
Epoch 8733/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6020 - accuracy: 0.3820
Epoch 8734/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6020 - accuracy: 0.3820
Epoch 8735/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6020 - accuracy: 0.3820
Epoch 8736/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6020 - accuracy: 0.3820
Epoch 8737/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6019 - accuracy: 0.3820
Epoch 8738/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6019 - accuracy: 0.3820
Epoch 8739/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6019 - accuracy: 0.3820
Epoch 8740/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6018 - accuracy: 0.3820
Epoch 8741/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6018 - accuracy: 0.3820
Epoch 8742/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6018 - accuracy: 0.3820
Epoch 8743/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6017 - accuracy: 0.3820
Epoch 8744/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6017 - accuracy: 0.3820
Epoch 8745/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6017 - accuracy: 0.3820
Epoch 8746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6017 - accuracy: 0.3820
Epoch 8747/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6016 - accuracy: 0.3820
Epoch 8748/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6016 - accuracy: 0.3820
Epoch 8749/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.6016 - accuracy: 0.3820
Epoch 8750/10000
1/1 [==============================] - 0s 84ms/step - loss: 1.6015 - accuracy: 0.3820 - val_loss: 293.3631 - val_accuracy: 0.1617
Epoch 8751/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6015 - accuracy: 0.3820
Epoch 8752/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6015 - accuracy: 0.3820
Epoch 8753/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6014 - accuracy: 0.3820
Epoch 8754/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6014 - accuracy: 0.3820
Epoch 8755/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6014 - accuracy: 0.3820
Epoch 8756/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6014 - accuracy: 0.3820
Epoch 8757/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6013 - accuracy: 0.3820
Epoch 8758/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6013 - accuracy: 0.3820
Epoch 8759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6013 - accuracy: 0.3820
Epoch 8760/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6012 - accuracy: 0.3820
Epoch 8761/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6012 - accuracy: 0.3820
Epoch 8762/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6012 - accuracy: 0.3820
Epoch 8763/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6011 - accuracy: 0.3820
Epoch 8764/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6011 - accuracy: 0.3820
Epoch 8765/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6011 - accuracy: 0.3820
Epoch 8766/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6011 - accuracy: 0.3820
Epoch 8767/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6010 - accuracy: 0.3820
Epoch 8768/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6010 - accuracy: 0.3820
Epoch 8769/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6010 - accuracy: 0.3840
Epoch 8770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6009 - accuracy: 0.3840
Epoch 8771/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6009 - accuracy: 0.3840
Epoch 8772/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6009 - accuracy: 0.3840
Epoch 8773/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6008 - accuracy: 0.3840
Epoch 8774/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6008 - accuracy: 0.3840
Epoch 8775/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.6008 - accuracy: 0.3840
Epoch 8776/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6008 - accuracy: 0.3840
Epoch 8777/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6007 - accuracy: 0.3840
Epoch 8778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6007 - accuracy: 0.3840
Epoch 8779/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6007 - accuracy: 0.3840
Epoch 8780/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6006 - accuracy: 0.3840
Epoch 8781/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6006 - accuracy: 0.3840
Epoch 8782/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6006 - accuracy: 0.3840
Epoch 8783/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6005 - accuracy: 0.3840
Epoch 8784/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6005 - accuracy: 0.3840
Epoch 8785/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6005 - accuracy: 0.3840
Epoch 8786/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6005 - accuracy: 0.3840
Epoch 8787/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6004 - accuracy: 0.3840
Epoch 8788/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.6004 - accuracy: 0.3840
Epoch 8789/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6004 - accuracy: 0.3840
Epoch 8790/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.6003 - accuracy: 0.3840
Epoch 8791/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6003 - accuracy: 0.3840
Epoch 8792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6003 - accuracy: 0.3840
Epoch 8793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6003 - accuracy: 0.3840
Epoch 8794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6002 - accuracy: 0.3840
Epoch 8795/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6002 - accuracy: 0.3840
Epoch 8796/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6002 - accuracy: 0.3840
Epoch 8797/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6001 - accuracy: 0.3840
Epoch 8798/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6001 - accuracy: 0.3840
Epoch 8799/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6001 - accuracy: 0.3840
Epoch 8800/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.6000 - accuracy: 0.3840
Epoch 8801/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6000 - accuracy: 0.3840
Epoch 8802/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6000 - accuracy: 0.3840
Epoch 8803/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.6000 - accuracy: 0.3840
Epoch 8804/10000
1/1 [==============================] - 0s 23ms/step - loss: 1.5999 - accuracy: 0.3840
Epoch 8805/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5999 - accuracy: 0.3840
Epoch 8806/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5999 - accuracy: 0.3840
Epoch 8807/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5998 - accuracy: 0.3840
Epoch 8808/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5998 - accuracy: 0.3840
Epoch 8809/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5998 - accuracy: 0.3840
Epoch 8810/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5998 - accuracy: 0.3840
Epoch 8811/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5997 - accuracy: 0.3840
Epoch 8812/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5997 - accuracy: 0.3840
Epoch 8813/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5997 - accuracy: 0.3840
Epoch 8814/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5996 - accuracy: 0.3840
Epoch 8815/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5996 - accuracy: 0.3840
Epoch 8816/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5996 - accuracy: 0.3840
Epoch 8817/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5995 - accuracy: 0.3840
Epoch 8818/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5995 - accuracy: 0.3840
Epoch 8819/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5995 - accuracy: 0.3840
Epoch 8820/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5995 - accuracy: 0.3840
Epoch 8821/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5994 - accuracy: 0.3840
Epoch 8822/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5994 - accuracy: 0.3840
Epoch 8823/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5994 - accuracy: 0.3840
Epoch 8824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5993 - accuracy: 0.3840
Epoch 8825/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5993 - accuracy: 0.3840
Epoch 8826/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5993 - accuracy: 0.3840
Epoch 8827/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5992 - accuracy: 0.3840
Epoch 8828/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5992 - accuracy: 0.3840
Epoch 8829/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5992 - accuracy: 0.3840
Epoch 8830/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5992 - accuracy: 0.3840
Epoch 8831/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5991 - accuracy: 0.3840
Epoch 8832/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5991 - accuracy: 0.3840
Epoch 8833/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5991 - accuracy: 0.3840
Epoch 8834/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5990 - accuracy: 0.3840
Epoch 8835/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5990 - accuracy: 0.3840
Epoch 8836/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5990 - accuracy: 0.3840
Epoch 8837/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5989 - accuracy: 0.3840
Epoch 8838/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5989 - accuracy: 0.3840
Epoch 8839/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5989 - accuracy: 0.3840
Epoch 8840/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5989 - accuracy: 0.3840
Epoch 8841/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5988 - accuracy: 0.3840
Epoch 8842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5988 - accuracy: 0.3840
Epoch 8843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5988 - accuracy: 0.3840
Epoch 8844/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5987 - accuracy: 0.3840
Epoch 8845/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5987 - accuracy: 0.3840
Epoch 8846/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5987 - accuracy: 0.3840
Epoch 8847/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5986 - accuracy: 0.3840
Epoch 8848/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5986 - accuracy: 0.3840
Epoch 8849/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5986 - accuracy: 0.3840
Epoch 8850/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5986 - accuracy: 0.3840
Epoch 8851/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5985 - accuracy: 0.3820
Epoch 8852/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5985 - accuracy: 0.3820
Epoch 8853/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5985 - accuracy: 0.3820
Epoch 8854/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5984 - accuracy: 0.3820
Epoch 8855/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5984 - accuracy: 0.3820
Epoch 8856/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5984 - accuracy: 0.3820
Epoch 8857/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5983 - accuracy: 0.3820
Epoch 8858/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5983 - accuracy: 0.3820
Epoch 8859/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5983 - accuracy: 0.3820
Epoch 8860/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5983 - accuracy: 0.3820
Epoch 8861/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5982 - accuracy: 0.3820
Epoch 8862/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5982 - accuracy: 0.3820
Epoch 8863/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5982 - accuracy: 0.3820
Epoch 8864/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5981 - accuracy: 0.3820
Epoch 8865/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5981 - accuracy: 0.3820
Epoch 8866/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5981 - accuracy: 0.3820
Epoch 8867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5980 - accuracy: 0.3820
Epoch 8868/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5980 - accuracy: 0.3820
Epoch 8869/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5980 - accuracy: 0.3820
Epoch 8870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5980 - accuracy: 0.3820
Epoch 8871/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5979 - accuracy: 0.3820
Epoch 8872/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5979 - accuracy: 0.3820
Epoch 8873/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5979 - accuracy: 0.3820
Epoch 8874/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5978 - accuracy: 0.3820
Epoch 8875/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5978 - accuracy: 0.3820
Epoch 8876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5978 - accuracy: 0.3820
Epoch 8877/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5977 - accuracy: 0.3820
Epoch 8878/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5977 - accuracy: 0.3820
Epoch 8879/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5977 - accuracy: 0.3820
Epoch 8880/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5977 - accuracy: 0.3820
Epoch 8881/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5976 - accuracy: 0.3820
Epoch 8882/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5976 - accuracy: 0.3820
Epoch 8883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5976 - accuracy: 0.3820
Epoch 8884/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5975 - accuracy: 0.3820
Epoch 8885/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5975 - accuracy: 0.3820
Epoch 8886/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5975 - accuracy: 0.3820
Epoch 8887/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5974 - accuracy: 0.3820
Epoch 8888/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5974 - accuracy: 0.3820
Epoch 8889/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5974 - accuracy: 0.3820
Epoch 8890/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5974 - accuracy: 0.3820
Epoch 8891/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5973 - accuracy: 0.3820
Epoch 8892/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5973 - accuracy: 0.3820
Epoch 8893/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5973 - accuracy: 0.3820
Epoch 8894/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5972 - accuracy: 0.3820
Epoch 8895/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5972 - accuracy: 0.3820
Epoch 8896/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5972 - accuracy: 0.3820
Epoch 8897/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5971 - accuracy: 0.3820
Epoch 8898/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5971 - accuracy: 0.3820
Epoch 8899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5971 - accuracy: 0.3820
Epoch 8900/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5971 - accuracy: 0.3820
Epoch 8901/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5970 - accuracy: 0.3820
Epoch 8902/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5970 - accuracy: 0.3820
Epoch 8903/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5970 - accuracy: 0.3820
Epoch 8904/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5969 - accuracy: 0.3820
Epoch 8905/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5969 - accuracy: 0.3820
Epoch 8906/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5969 - accuracy: 0.3820
Epoch 8907/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5968 - accuracy: 0.3820
Epoch 8908/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5968 - accuracy: 0.3820
Epoch 8909/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5968 - accuracy: 0.3820
Epoch 8910/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5968 - accuracy: 0.3820
Epoch 8911/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5967 - accuracy: 0.3820
Epoch 8912/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5967 - accuracy: 0.3820
Epoch 8913/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5967 - accuracy: 0.3820
Epoch 8914/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5966 - accuracy: 0.3820
Epoch 8915/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5966 - accuracy: 0.3820
Epoch 8916/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5966 - accuracy: 0.3820
Epoch 8917/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5966 - accuracy: 0.3820
Epoch 8918/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5965 - accuracy: 0.3820
Epoch 8919/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5965 - accuracy: 0.3820
Epoch 8920/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5965 - accuracy: 0.3820
Epoch 8921/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5964 - accuracy: 0.3820
Epoch 8922/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5964 - accuracy: 0.3820
Epoch 8923/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5964 - accuracy: 0.3820
Epoch 8924/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5964 - accuracy: 0.3820
Epoch 8925/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5963 - accuracy: 0.3820
Epoch 8926/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5963 - accuracy: 0.3820
Epoch 8927/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5963 - accuracy: 0.3820
Epoch 8928/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5962 - accuracy: 0.3820
Epoch 8929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5962 - accuracy: 0.3820
Epoch 8930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5962 - accuracy: 0.3820
Epoch 8931/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5961 - accuracy: 0.3820
Epoch 8932/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5961 - accuracy: 0.3820
Epoch 8933/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5961 - accuracy: 0.3820
Epoch 8934/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5961 - accuracy: 0.3820
Epoch 8935/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5960 - accuracy: 0.3820
Epoch 8936/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5960 - accuracy: 0.3820
Epoch 8937/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5960 - accuracy: 0.3820
Epoch 8938/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5959 - accuracy: 0.3820
Epoch 8939/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5959 - accuracy: 0.3820
Epoch 8940/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5959 - accuracy: 0.3820
Epoch 8941/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5959 - accuracy: 0.3820
Epoch 8942/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5958 - accuracy: 0.3820
Epoch 8943/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5958 - accuracy: 0.3820
Epoch 8944/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5958 - accuracy: 0.3820
Epoch 8945/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5957 - accuracy: 0.3820
Epoch 8946/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5957 - accuracy: 0.3840
Epoch 8947/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5957 - accuracy: 0.3840
Epoch 8948/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5956 - accuracy: 0.3840
Epoch 8949/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5956 - accuracy: 0.3840
Epoch 8950/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5956 - accuracy: 0.3840
Epoch 8951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5956 - accuracy: 0.3840
Epoch 8952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5955 - accuracy: 0.3840
Epoch 8953/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5955 - accuracy: 0.3840
Epoch 8954/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5955 - accuracy: 0.3840
Epoch 8955/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5954 - accuracy: 0.3840
Epoch 8956/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5954 - accuracy: 0.3840
Epoch 8957/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5954 - accuracy: 0.3840
Epoch 8958/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.5953 - accuracy: 0.3840
Epoch 8959/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5953 - accuracy: 0.3840
Epoch 8960/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5953 - accuracy: 0.3840
Epoch 8961/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5953 - accuracy: 0.3840
Epoch 8962/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5952 - accuracy: 0.3840
Epoch 8963/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5952 - accuracy: 0.3840
Epoch 8964/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5952 - accuracy: 0.3840
Epoch 8965/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5951 - accuracy: 0.3840
Epoch 8966/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5951 - accuracy: 0.3840
Epoch 8967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5951 - accuracy: 0.3840
Epoch 8968/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5950 - accuracy: 0.3840
Epoch 8969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5950 - accuracy: 0.3840
Epoch 8970/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5950 - accuracy: 0.3840
Epoch 8971/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5949 - accuracy: 0.3840
Epoch 8972/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5949 - accuracy: 0.3840
Epoch 8973/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5949 - accuracy: 0.3840
Epoch 8974/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5949 - accuracy: 0.3840
Epoch 8975/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5948 - accuracy: 0.3840
Epoch 8976/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5948 - accuracy: 0.3840
Epoch 8977/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5948 - accuracy: 0.3840
Epoch 8978/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5947 - accuracy: 0.3840
Epoch 8979/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5947 - accuracy: 0.3840
Epoch 8980/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5947 - accuracy: 0.3840
Epoch 8981/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5946 - accuracy: 0.3840
Epoch 8982/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5946 - accuracy: 0.3840
Epoch 8983/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5946 - accuracy: 0.3840
Epoch 8984/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5945 - accuracy: 0.3840
Epoch 8985/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5945 - accuracy: 0.3840
Epoch 8986/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5945 - accuracy: 0.3840
Epoch 8987/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5945 - accuracy: 0.3840
Epoch 8988/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5944 - accuracy: 0.3840
Epoch 8989/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5944 - accuracy: 0.3840
Epoch 8990/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5944 - accuracy: 0.3840
Epoch 8991/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5943 - accuracy: 0.3840
Epoch 8992/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5943 - accuracy: 0.3840
Epoch 8993/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5943 - accuracy: 0.3840
Epoch 8994/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5942 - accuracy: 0.3840
Epoch 8995/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5942 - accuracy: 0.3840
Epoch 8996/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5942 - accuracy: 0.3840
Epoch 8997/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5941 - accuracy: 0.3840
Epoch 8998/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5941 - accuracy: 0.3840
Epoch 8999/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5941 - accuracy: 0.3840
Epoch 9000/10000
1/1 [==============================] - 0s 77ms/step - loss: 1.5940 - accuracy: 0.3840 - val_loss: 300.9725 - val_accuracy: 0.1630
Epoch 9001/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5940 - accuracy: 0.3840
Epoch 9002/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5940 - accuracy: 0.3840
Epoch 9003/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5940 - accuracy: 0.3840
Epoch 9004/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5939 - accuracy: 0.3840
Epoch 9005/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5939 - accuracy: 0.3840
Epoch 9006/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5939 - accuracy: 0.3840
Epoch 9007/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5938 - accuracy: 0.3840
Epoch 9008/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5938 - accuracy: 0.3840
Epoch 9009/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5938 - accuracy: 0.3840
Epoch 9010/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5937 - accuracy: 0.3840
Epoch 9011/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5937 - accuracy: 0.3840
Epoch 9012/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5937 - accuracy: 0.3840
Epoch 9013/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5936 - accuracy: 0.3840
Epoch 9014/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5936 - accuracy: 0.3840
Epoch 9015/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5936 - accuracy: 0.3840
Epoch 9016/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5936 - accuracy: 0.3840
Epoch 9017/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5935 - accuracy: 0.3840
Epoch 9018/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5935 - accuracy: 0.3840
Epoch 9019/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5935 - accuracy: 0.3840
Epoch 9020/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5934 - accuracy: 0.3840
Epoch 9021/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5934 - accuracy: 0.3840
Epoch 9022/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5934 - accuracy: 0.3840
Epoch 9023/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5933 - accuracy: 0.3840
Epoch 9024/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5933 - accuracy: 0.3840
Epoch 9025/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5933 - accuracy: 0.3840
Epoch 9026/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5932 - accuracy: 0.3840
Epoch 9027/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5932 - accuracy: 0.3840
Epoch 9028/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5932 - accuracy: 0.3840
Epoch 9029/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5931 - accuracy: 0.3840
Epoch 9030/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5931 - accuracy: 0.3840
Epoch 9031/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5931 - accuracy: 0.3840
Epoch 9032/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5931 - accuracy: 0.3840
Epoch 9033/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5930 - accuracy: 0.3840
Epoch 9034/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5930 - accuracy: 0.3840
Epoch 9035/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5930 - accuracy: 0.3840
Epoch 9036/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5929 - accuracy: 0.3840
Epoch 9037/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5929 - accuracy: 0.3840
Epoch 9038/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5929 - accuracy: 0.3840
Epoch 9039/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5928 - accuracy: 0.3840
Epoch 9040/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5928 - accuracy: 0.3840
Epoch 9041/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5928 - accuracy: 0.3840
Epoch 9042/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5927 - accuracy: 0.3840
Epoch 9043/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5927 - accuracy: 0.3840
Epoch 9044/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5927 - accuracy: 0.3840
Epoch 9045/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5926 - accuracy: 0.3840
Epoch 9046/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5926 - accuracy: 0.3840
Epoch 9047/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5926 - accuracy: 0.3840
Epoch 9048/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5925 - accuracy: 0.3840
Epoch 9049/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5925 - accuracy: 0.3840
Epoch 9050/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5925 - accuracy: 0.3840
Epoch 9051/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5924 - accuracy: 0.3840
Epoch 9052/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5924 - accuracy: 0.3840
Epoch 9053/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5924 - accuracy: 0.3840
Epoch 9054/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5924 - accuracy: 0.3840
Epoch 9055/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5923 - accuracy: 0.3840
Epoch 9056/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5923 - accuracy: 0.3840
Epoch 9057/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5923 - accuracy: 0.3840
Epoch 9058/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5922 - accuracy: 0.3840
Epoch 9059/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5922 - accuracy: 0.3840
Epoch 9060/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5921 - accuracy: 0.3840
Epoch 9061/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5921 - accuracy: 0.3840
Epoch 9062/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5921 - accuracy: 0.3840
Epoch 9063/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5920 - accuracy: 0.3840
Epoch 9064/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5920 - accuracy: 0.3840
Epoch 9065/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5919 - accuracy: 0.3840
Epoch 9066/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5919 - accuracy: 0.3860
Epoch 9067/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5918 - accuracy: 0.3860
Epoch 9068/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5918 - accuracy: 0.3860
Epoch 9069/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5917 - accuracy: 0.3860
Epoch 9070/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5917 - accuracy: 0.3860
Epoch 9071/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5916 - accuracy: 0.3860
Epoch 9072/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5916 - accuracy: 0.3860
Epoch 9073/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5916 - accuracy: 0.3860
Epoch 9074/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5915 - accuracy: 0.3860
Epoch 9075/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5915 - accuracy: 0.3860
Epoch 9076/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5914 - accuracy: 0.3860
Epoch 9077/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.5914 - accuracy: 0.3860
Epoch 9078/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5913 - accuracy: 0.3860
Epoch 9079/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5913 - accuracy: 0.3860
Epoch 9080/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5912 - accuracy: 0.3860
Epoch 9081/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5912 - accuracy: 0.3860
Epoch 9082/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5912 - accuracy: 0.3860
Epoch 9083/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5911 - accuracy: 0.3860
Epoch 9084/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5911 - accuracy: 0.3860
Epoch 9085/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5910 - accuracy: 0.3860
Epoch 9086/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5910 - accuracy: 0.3860
Epoch 9087/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5910 - accuracy: 0.3880
Epoch 9088/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5909 - accuracy: 0.3880
Epoch 9089/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5909 - accuracy: 0.3880
Epoch 9090/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5909 - accuracy: 0.3880
Epoch 9091/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5908 - accuracy: 0.3880
Epoch 9092/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5908 - accuracy: 0.3880
Epoch 9093/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5907 - accuracy: 0.3880
Epoch 9094/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5907 - accuracy: 0.3880
Epoch 9095/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5907 - accuracy: 0.3880
Epoch 9096/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5906 - accuracy: 0.3880
Epoch 9097/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5906 - accuracy: 0.3880
Epoch 9098/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5906 - accuracy: 0.3880
Epoch 9099/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5905 - accuracy: 0.3880
Epoch 9100/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5905 - accuracy: 0.3880
Epoch 9101/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5904 - accuracy: 0.3880
Epoch 9102/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5904 - accuracy: 0.3880
Epoch 9103/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5904 - accuracy: 0.3880
Epoch 9104/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5903 - accuracy: 0.3880
Epoch 9105/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5903 - accuracy: 0.3880
Epoch 9106/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5903 - accuracy: 0.3880
Epoch 9107/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5902 - accuracy: 0.3880
Epoch 9108/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5902 - accuracy: 0.3880
Epoch 9109/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5902 - accuracy: 0.3880
Epoch 9110/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5901 - accuracy: 0.3880
Epoch 9111/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5901 - accuracy: 0.3880
Epoch 9112/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5901 - accuracy: 0.3880
Epoch 9113/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5900 - accuracy: 0.3880
Epoch 9114/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5900 - accuracy: 0.3880
Epoch 9115/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5899 - accuracy: 0.3880
Epoch 9116/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5899 - accuracy: 0.3880
Epoch 9117/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5899 - accuracy: 0.3880
Epoch 9118/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5898 - accuracy: 0.3880
Epoch 9119/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5898 - accuracy: 0.3880
Epoch 9120/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5898 - accuracy: 0.3880
Epoch 9121/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5897 - accuracy: 0.3880
Epoch 9122/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5897 - accuracy: 0.3880
Epoch 9123/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5897 - accuracy: 0.3880
Epoch 9124/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5896 - accuracy: 0.3880
Epoch 9125/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.5896 - accuracy: 0.3880
Epoch 9126/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5896 - accuracy: 0.3880
Epoch 9127/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5895 - accuracy: 0.3880
Epoch 9128/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5895 - accuracy: 0.3880
Epoch 9129/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5895 - accuracy: 0.3880
Epoch 9130/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5894 - accuracy: 0.3880
Epoch 9131/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5894 - accuracy: 0.3880
Epoch 9132/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5894 - accuracy: 0.3880
Epoch 9133/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5893 - accuracy: 0.3880
Epoch 9134/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5893 - accuracy: 0.3880
Epoch 9135/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5893 - accuracy: 0.3880
Epoch 9136/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5892 - accuracy: 0.3880
Epoch 9137/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5892 - accuracy: 0.3880
Epoch 9138/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5892 - accuracy: 0.3880
Epoch 9139/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5891 - accuracy: 0.3880
Epoch 9140/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5891 - accuracy: 0.3880
Epoch 9141/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5891 - accuracy: 0.3880
Epoch 9142/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5890 - accuracy: 0.3880
Epoch 9143/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5890 - accuracy: 0.3880
Epoch 9144/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5890 - accuracy: 0.3880
Epoch 9145/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5889 - accuracy: 0.3880
Epoch 9146/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5889 - accuracy: 0.3880
Epoch 9147/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5888 - accuracy: 0.3880
Epoch 9148/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5888 - accuracy: 0.3880
Epoch 9149/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5888 - accuracy: 0.3880
Epoch 9150/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5887 - accuracy: 0.3880
Epoch 9151/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5887 - accuracy: 0.3880
Epoch 9152/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5887 - accuracy: 0.3880
Epoch 9153/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5886 - accuracy: 0.3880
Epoch 9154/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5886 - accuracy: 0.3880
Epoch 9155/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5886 - accuracy: 0.3880
Epoch 9156/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5885 - accuracy: 0.3880
Epoch 9157/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5885 - accuracy: 0.3880
Epoch 9158/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5885 - accuracy: 0.3880
Epoch 9159/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5884 - accuracy: 0.3880
Epoch 9160/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5884 - accuracy: 0.3880
Epoch 9161/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5884 - accuracy: 0.3880
Epoch 9162/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5883 - accuracy: 0.3880
Epoch 9163/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5883 - accuracy: 0.3880
Epoch 9164/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5883 - accuracy: 0.3880
Epoch 9165/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5882 - accuracy: 0.3880
Epoch 9166/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5882 - accuracy: 0.3880
Epoch 9167/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5882 - accuracy: 0.3880
Epoch 9168/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5881 - accuracy: 0.3880
Epoch 9169/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5881 - accuracy: 0.3880
Epoch 9170/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5881 - accuracy: 0.3880
Epoch 9171/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5880 - accuracy: 0.3880
Epoch 9172/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5880 - accuracy: 0.3880
Epoch 9173/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5880 - accuracy: 0.3880
Epoch 9174/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5879 - accuracy: 0.3880
Epoch 9175/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5879 - accuracy: 0.3880
Epoch 9176/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5879 - accuracy: 0.3880
Epoch 9177/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5878 - accuracy: 0.3880
Epoch 9178/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5878 - accuracy: 0.3880
Epoch 9179/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5878 - accuracy: 0.3880
Epoch 9180/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5877 - accuracy: 0.3880
Epoch 9181/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5877 - accuracy: 0.3880
Epoch 9182/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5877 - accuracy: 0.3880
Epoch 9183/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5876 - accuracy: 0.3880
Epoch 9184/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5876 - accuracy: 0.3880
Epoch 9185/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5876 - accuracy: 0.3880
Epoch 9186/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5875 - accuracy: 0.3880
Epoch 9187/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5875 - accuracy: 0.3880
Epoch 9188/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5875 - accuracy: 0.3880
Epoch 9189/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5874 - accuracy: 0.3880
Epoch 9190/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5874 - accuracy: 0.3880
Epoch 9191/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5874 - accuracy: 0.3880
Epoch 9192/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5873 - accuracy: 0.3880
Epoch 9193/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5873 - accuracy: 0.3880
Epoch 9194/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5873 - accuracy: 0.3880
Epoch 9195/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5872 - accuracy: 0.3880
Epoch 9196/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5872 - accuracy: 0.3880
Epoch 9197/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5872 - accuracy: 0.3880
Epoch 9198/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5871 - accuracy: 0.3880
Epoch 9199/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5871 - accuracy: 0.3880
Epoch 9200/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5871 - accuracy: 0.3880
Epoch 9201/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5870 - accuracy: 0.3880
Epoch 9202/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5870 - accuracy: 0.3880
Epoch 9203/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5870 - accuracy: 0.3900
Epoch 9204/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5869 - accuracy: 0.3900
Epoch 9205/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5869 - accuracy: 0.3900
Epoch 9206/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5869 - accuracy: 0.3900
Epoch 9207/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5868 - accuracy: 0.3900
Epoch 9208/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5868 - accuracy: 0.3900
Epoch 9209/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5868 - accuracy: 0.3880
Epoch 9210/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5867 - accuracy: 0.3880
Epoch 9211/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5867 - accuracy: 0.3880
Epoch 9212/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5867 - accuracy: 0.3880
Epoch 9213/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5866 - accuracy: 0.3880
Epoch 9214/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5866 - accuracy: 0.3860
Epoch 9215/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5866 - accuracy: 0.3860
Epoch 9216/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5865 - accuracy: 0.3860
Epoch 9217/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5865 - accuracy: 0.3860
Epoch 9218/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5865 - accuracy: 0.3860
Epoch 9219/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5864 - accuracy: 0.3860
Epoch 9220/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5864 - accuracy: 0.3860
Epoch 9221/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5864 - accuracy: 0.3860
Epoch 9222/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5863 - accuracy: 0.3860
Epoch 9223/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5863 - accuracy: 0.3860
Epoch 9224/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5863 - accuracy: 0.3860
Epoch 9225/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5862 - accuracy: 0.3860
Epoch 9226/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5862 - accuracy: 0.3860
Epoch 9227/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5862 - accuracy: 0.3860
Epoch 9228/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5861 - accuracy: 0.3860
Epoch 9229/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5861 - accuracy: 0.3860
Epoch 9230/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5861 - accuracy: 0.3860
Epoch 9231/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5860 - accuracy: 0.3860
Epoch 9232/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5860 - accuracy: 0.3860
Epoch 9233/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5860 - accuracy: 0.3860
Epoch 9234/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5859 - accuracy: 0.3860
Epoch 9235/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5859 - accuracy: 0.3860
Epoch 9236/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5859 - accuracy: 0.3860
Epoch 9237/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5858 - accuracy: 0.3860
Epoch 9238/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5858 - accuracy: 0.3860
Epoch 9239/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5858 - accuracy: 0.3860
Epoch 9240/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5857 - accuracy: 0.3860
Epoch 9241/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5857 - accuracy: 0.3860
Epoch 9242/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5857 - accuracy: 0.3860
Epoch 9243/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5856 - accuracy: 0.3860
Epoch 9244/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5856 - accuracy: 0.3860
Epoch 9245/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5856 - accuracy: 0.3860
Epoch 9246/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5855 - accuracy: 0.3860
Epoch 9247/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5855 - accuracy: 0.3860
Epoch 9248/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5855 - accuracy: 0.3860
Epoch 9249/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5854 - accuracy: 0.3860
Epoch 9250/10000
1/1 [==============================] - 0s 81ms/step - loss: 1.5854 - accuracy: 0.3840 - val_loss: 310.5188 - val_accuracy: 0.1627
Epoch 9251/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5854 - accuracy: 0.3840
Epoch 9252/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5853 - accuracy: 0.3840
Epoch 9253/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5853 - accuracy: 0.3840
Epoch 9254/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5853 - accuracy: 0.3840
Epoch 9255/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5852 - accuracy: 0.3840
Epoch 9256/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5852 - accuracy: 0.3840
Epoch 9257/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5852 - accuracy: 0.3840
Epoch 9258/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5851 - accuracy: 0.3840
Epoch 9259/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5851 - accuracy: 0.3840
Epoch 9260/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5851 - accuracy: 0.3840
Epoch 9261/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5851 - accuracy: 0.3840
Epoch 9262/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5850 - accuracy: 0.3840
Epoch 9263/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5850 - accuracy: 0.3840
Epoch 9264/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5850 - accuracy: 0.3840
Epoch 9265/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5849 - accuracy: 0.3840
Epoch 9266/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5849 - accuracy: 0.3840
Epoch 9267/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5849 - accuracy: 0.3840
Epoch 9268/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5848 - accuracy: 0.3840
Epoch 9269/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.5848 - accuracy: 0.3840
Epoch 9270/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5848 - accuracy: 0.3840
Epoch 9271/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5847 - accuracy: 0.3840
Epoch 9272/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5847 - accuracy: 0.3840
Epoch 9273/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5847 - accuracy: 0.3840
Epoch 9274/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5846 - accuracy: 0.3840
Epoch 9275/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5846 - accuracy: 0.3840
Epoch 9276/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5846 - accuracy: 0.3840
Epoch 9277/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5845 - accuracy: 0.3840
Epoch 9278/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5845 - accuracy: 0.3840
Epoch 9279/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5845 - accuracy: 0.3840
Epoch 9280/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5844 - accuracy: 0.3840
Epoch 9281/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5844 - accuracy: 0.3840
Epoch 9282/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5844 - accuracy: 0.3840
Epoch 9283/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5843 - accuracy: 0.3840
Epoch 9284/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5843 - accuracy: 0.3840
Epoch 9285/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5843 - accuracy: 0.3840
Epoch 9286/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5842 - accuracy: 0.3840
Epoch 9287/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5842 - accuracy: 0.3840
Epoch 9288/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5842 - accuracy: 0.3840
Epoch 9289/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5841 - accuracy: 0.3860
Epoch 9290/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5841 - accuracy: 0.3860
Epoch 9291/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5841 - accuracy: 0.3860
Epoch 9292/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5840 - accuracy: 0.3860
Epoch 9293/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5840 - accuracy: 0.3860
Epoch 9294/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5840 - accuracy: 0.3880
Epoch 9295/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5839 - accuracy: 0.3880
Epoch 9296/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5839 - accuracy: 0.3880
Epoch 9297/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5839 - accuracy: 0.3880
Epoch 9298/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5838 - accuracy: 0.3880
Epoch 9299/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5838 - accuracy: 0.3880
Epoch 9300/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5838 - accuracy: 0.3880
Epoch 9301/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5837 - accuracy: 0.3880
Epoch 9302/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5837 - accuracy: 0.3880
Epoch 9303/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5837 - accuracy: 0.3880
Epoch 9304/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5836 - accuracy: 0.3880
Epoch 9305/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5836 - accuracy: 0.3880
Epoch 9306/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5836 - accuracy: 0.3880
Epoch 9307/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5836 - accuracy: 0.3880
Epoch 9308/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5835 - accuracy: 0.3880
Epoch 9309/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5835 - accuracy: 0.3880
Epoch 9310/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5835 - accuracy: 0.3880
Epoch 9311/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5834 - accuracy: 0.3880
Epoch 9312/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5834 - accuracy: 0.3880
Epoch 9313/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5834 - accuracy: 0.3880
Epoch 9314/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5833 - accuracy: 0.3880
Epoch 9315/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5833 - accuracy: 0.3880
Epoch 9316/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5833 - accuracy: 0.3880
Epoch 9317/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5832 - accuracy: 0.3880
Epoch 9318/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5832 - accuracy: 0.3880
Epoch 9319/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5832 - accuracy: 0.3880
Epoch 9320/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5831 - accuracy: 0.3900
Epoch 9321/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5831 - accuracy: 0.3900
Epoch 9322/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5831 - accuracy: 0.3900
Epoch 9323/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5830 - accuracy: 0.3900
Epoch 9324/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5830 - accuracy: 0.3900
Epoch 9325/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5830 - accuracy: 0.3900
Epoch 9326/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5829 - accuracy: 0.3900
Epoch 9327/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5829 - accuracy: 0.3900
Epoch 9328/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5829 - accuracy: 0.3900
Epoch 9329/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5828 - accuracy: 0.3920
Epoch 9330/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5828 - accuracy: 0.3920
Epoch 9331/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5828 - accuracy: 0.3920
Epoch 9332/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5827 - accuracy: 0.3920
Epoch 9333/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5827 - accuracy: 0.3920
Epoch 9334/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5827 - accuracy: 0.3920
Epoch 9335/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5826 - accuracy: 0.3920
Epoch 9336/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5826 - accuracy: 0.3920
Epoch 9337/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5826 - accuracy: 0.3920
Epoch 9338/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5825 - accuracy: 0.3920
Epoch 9339/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5825 - accuracy: 0.3920
Epoch 9340/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5825 - accuracy: 0.3920
Epoch 9341/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5824 - accuracy: 0.3920
Epoch 9342/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5824 - accuracy: 0.3920
Epoch 9343/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5824 - accuracy: 0.3920
Epoch 9344/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5824 - accuracy: 0.3920
Epoch 9345/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5823 - accuracy: 0.3920
Epoch 9346/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5823 - accuracy: 0.3920
Epoch 9347/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5823 - accuracy: 0.3920
Epoch 9348/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5822 - accuracy: 0.3900
Epoch 9349/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5822 - accuracy: 0.3900
Epoch 9350/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5822 - accuracy: 0.3900
Epoch 9351/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5821 - accuracy: 0.3900
Epoch 9352/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5821 - accuracy: 0.3900
Epoch 9353/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5821 - accuracy: 0.3900
Epoch 9354/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5820 - accuracy: 0.3900
Epoch 9355/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5820 - accuracy: 0.3900
Epoch 9356/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5820 - accuracy: 0.3900
Epoch 9357/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5819 - accuracy: 0.3900
Epoch 9358/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5819 - accuracy: 0.3900
Epoch 9359/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5819 - accuracy: 0.3900
Epoch 9360/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5818 - accuracy: 0.3900
Epoch 9361/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5818 - accuracy: 0.3900
Epoch 9362/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5818 - accuracy: 0.3900
Epoch 9363/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5817 - accuracy: 0.3900
Epoch 9364/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5817 - accuracy: 0.3900
Epoch 9365/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5817 - accuracy: 0.3900
Epoch 9366/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5816 - accuracy: 0.3900
Epoch 9367/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5816 - accuracy: 0.3900
Epoch 9368/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5816 - accuracy: 0.3900
Epoch 9369/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5815 - accuracy: 0.3900
Epoch 9370/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5815 - accuracy: 0.3900
Epoch 9371/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5815 - accuracy: 0.3900
Epoch 9372/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5814 - accuracy: 0.3900
Epoch 9373/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5814 - accuracy: 0.3900
Epoch 9374/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5814 - accuracy: 0.3900
Epoch 9375/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5813 - accuracy: 0.3900
Epoch 9376/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5813 - accuracy: 0.3900
Epoch 9377/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5813 - accuracy: 0.3900
Epoch 9378/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5813 - accuracy: 0.3900
Epoch 9379/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5812 - accuracy: 0.3900
Epoch 9380/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5812 - accuracy: 0.3900
Epoch 9381/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5812 - accuracy: 0.3900
Epoch 9382/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5811 - accuracy: 0.3900
Epoch 9383/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5811 - accuracy: 0.3900
Epoch 9384/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5811 - accuracy: 0.3900
Epoch 9385/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5810 - accuracy: 0.3900
Epoch 9386/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5810 - accuracy: 0.3900
Epoch 9387/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5810 - accuracy: 0.3900
Epoch 9388/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.5809 - accuracy: 0.3900
Epoch 9389/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5809 - accuracy: 0.3900
Epoch 9390/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5809 - accuracy: 0.3900
Epoch 9391/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5808 - accuracy: 0.3900
Epoch 9392/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5808 - accuracy: 0.3900
Epoch 9393/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5808 - accuracy: 0.3900
Epoch 9394/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5807 - accuracy: 0.3900
Epoch 9395/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5807 - accuracy: 0.3900
Epoch 9396/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5807 - accuracy: 0.3900
Epoch 9397/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5806 - accuracy: 0.3900
Epoch 9398/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5806 - accuracy: 0.3900
Epoch 9399/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5806 - accuracy: 0.3900
Epoch 9400/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5805 - accuracy: 0.3900
Epoch 9401/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5805 - accuracy: 0.3900
Epoch 9402/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5804 - accuracy: 0.3900
Epoch 9403/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5804 - accuracy: 0.3900
Epoch 9404/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5803 - accuracy: 0.3900
Epoch 9405/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5803 - accuracy: 0.3900
Epoch 9406/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5802 - accuracy: 0.3900
Epoch 9407/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5802 - accuracy: 0.3900
Epoch 9408/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5802 - accuracy: 0.3900
Epoch 9409/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5801 - accuracy: 0.3900
Epoch 9410/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5801 - accuracy: 0.3900
Epoch 9411/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5800 - accuracy: 0.3900
Epoch 9412/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5800 - accuracy: 0.3900
Epoch 9413/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5799 - accuracy: 0.3900
Epoch 9414/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5799 - accuracy: 0.3900
Epoch 9415/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5798 - accuracy: 0.3900
Epoch 9416/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5798 - accuracy: 0.3900
Epoch 9417/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5797 - accuracy: 0.3900
Epoch 9418/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5797 - accuracy: 0.3900
Epoch 9419/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5796 - accuracy: 0.3900
Epoch 9420/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5796 - accuracy: 0.3900
Epoch 9421/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5795 - accuracy: 0.3900
Epoch 9422/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5795 - accuracy: 0.3900
Epoch 9423/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5794 - accuracy: 0.3900
Epoch 9424/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5793 - accuracy: 0.3900
Epoch 9425/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5793 - accuracy: 0.3900
Epoch 9426/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5792 - accuracy: 0.3900
Epoch 9427/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5792 - accuracy: 0.3900
Epoch 9428/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5791 - accuracy: 0.3900
Epoch 9429/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5791 - accuracy: 0.3900
Epoch 9430/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5790 - accuracy: 0.3900
Epoch 9431/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5789 - accuracy: 0.3900
Epoch 9432/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5789 - accuracy: 0.3900
Epoch 9433/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5788 - accuracy: 0.3900
Epoch 9434/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5788 - accuracy: 0.3900
Epoch 9435/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5787 - accuracy: 0.3900
Epoch 9436/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5787 - accuracy: 0.3900
Epoch 9437/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5786 - accuracy: 0.3900
Epoch 9438/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5786 - accuracy: 0.3900
Epoch 9439/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5785 - accuracy: 0.3900
Epoch 9440/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5785 - accuracy: 0.3900
Epoch 9441/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5784 - accuracy: 0.3900
Epoch 9442/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5784 - accuracy: 0.3880
Epoch 9443/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5783 - accuracy: 0.3880
Epoch 9444/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5783 - accuracy: 0.3880
Epoch 9445/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5782 - accuracy: 0.3880
Epoch 9446/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5782 - accuracy: 0.3880
Epoch 9447/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5781 - accuracy: 0.3880
Epoch 9448/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5781 - accuracy: 0.3900
Epoch 9449/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5781 - accuracy: 0.3900
Epoch 9450/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5780 - accuracy: 0.3900
Epoch 9451/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5780 - accuracy: 0.3900
Epoch 9452/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5779 - accuracy: 0.3900
Epoch 9453/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5779 - accuracy: 0.3900
Epoch 9454/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5778 - accuracy: 0.3900
Epoch 9455/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5778 - accuracy: 0.3880
Epoch 9456/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5778 - accuracy: 0.3880
Epoch 9457/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5777 - accuracy: 0.3880
Epoch 9458/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5777 - accuracy: 0.3880
Epoch 9459/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5776 - accuracy: 0.3880
Epoch 9460/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5776 - accuracy: 0.3880
Epoch 9461/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5775 - accuracy: 0.3880
Epoch 9462/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5775 - accuracy: 0.3880
Epoch 9463/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5775 - accuracy: 0.3900
Epoch 9464/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5774 - accuracy: 0.3900
Epoch 9465/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5774 - accuracy: 0.3900
Epoch 9466/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5773 - accuracy: 0.3880
Epoch 9467/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5773 - accuracy: 0.3880
Epoch 9468/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5773 - accuracy: 0.3880
Epoch 9469/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5772 - accuracy: 0.3880
Epoch 9470/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5772 - accuracy: 0.3880
Epoch 9471/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5772 - accuracy: 0.3880
Epoch 9472/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5771 - accuracy: 0.3880
Epoch 9473/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5771 - accuracy: 0.3880
Epoch 9474/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5770 - accuracy: 0.3880
Epoch 9475/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5770 - accuracy: 0.3880
Epoch 9476/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5770 - accuracy: 0.3880
Epoch 9477/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5769 - accuracy: 0.3880
Epoch 9478/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5769 - accuracy: 0.3880
Epoch 9479/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5768 - accuracy: 0.3880
Epoch 9480/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5768 - accuracy: 0.3880
Epoch 9481/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5768 - accuracy: 0.3880
Epoch 9482/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5767 - accuracy: 0.3880
Epoch 9483/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5767 - accuracy: 0.3880
Epoch 9484/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5767 - accuracy: 0.3880
Epoch 9485/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.5766 - accuracy: 0.3880
Epoch 9486/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5766 - accuracy: 0.3880
Epoch 9487/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5765 - accuracy: 0.3880
Epoch 9488/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5765 - accuracy: 0.3880
Epoch 9489/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5765 - accuracy: 0.3880
Epoch 9490/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5764 - accuracy: 0.3880
Epoch 9491/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5764 - accuracy: 0.3880
Epoch 9492/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5764 - accuracy: 0.3880
Epoch 9493/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5763 - accuracy: 0.3880
Epoch 9494/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5763 - accuracy: 0.3880
Epoch 9495/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5763 - accuracy: 0.3880
Epoch 9496/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5762 - accuracy: 0.3880
Epoch 9497/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5762 - accuracy: 0.3880
Epoch 9498/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5761 - accuracy: 0.3880
Epoch 9499/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5761 - accuracy: 0.3880
Epoch 9500/10000
1/1 [==============================] - 0s 86ms/step - loss: 1.5761 - accuracy: 0.3880 - val_loss: 319.4868 - val_accuracy: 0.1629
Epoch 9501/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5760 - accuracy: 0.3880
Epoch 9502/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5760 - accuracy: 0.3880
Epoch 9503/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5760 - accuracy: 0.3880
Epoch 9504/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5759 - accuracy: 0.3880
Epoch 9505/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5759 - accuracy: 0.3880
Epoch 9506/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5759 - accuracy: 0.3880
Epoch 9507/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5758 - accuracy: 0.3880
Epoch 9508/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5758 - accuracy: 0.3880
Epoch 9509/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5757 - accuracy: 0.3880
Epoch 9510/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5757 - accuracy: 0.3880
Epoch 9511/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5757 - accuracy: 0.3880
Epoch 9512/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5756 - accuracy: 0.3900
Epoch 9513/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5756 - accuracy: 0.3900
Epoch 9514/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5756 - accuracy: 0.3900
Epoch 9515/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5755 - accuracy: 0.3900
Epoch 9516/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5755 - accuracy: 0.3900
Epoch 9517/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5755 - accuracy: 0.3900
Epoch 9518/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5754 - accuracy: 0.3900
Epoch 9519/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5754 - accuracy: 0.3900
Epoch 9520/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5753 - accuracy: 0.3900
Epoch 9521/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5753 - accuracy: 0.3900
Epoch 9522/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5753 - accuracy: 0.3900
Epoch 9523/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5752 - accuracy: 0.3900
Epoch 9524/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5752 - accuracy: 0.3900
Epoch 9525/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5752 - accuracy: 0.3900
Epoch 9526/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5751 - accuracy: 0.3900
Epoch 9527/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5751 - accuracy: 0.3900
Epoch 9528/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5751 - accuracy: 0.3900
Epoch 9529/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5750 - accuracy: 0.3900
Epoch 9530/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5750 - accuracy: 0.3900
Epoch 9531/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5750 - accuracy: 0.3900
Epoch 9532/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5749 - accuracy: 0.3900
Epoch 9533/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5749 - accuracy: 0.3900
Epoch 9534/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5748 - accuracy: 0.3900
Epoch 9535/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5748 - accuracy: 0.3900
Epoch 9536/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5748 - accuracy: 0.3900
Epoch 9537/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5747 - accuracy: 0.3900
Epoch 9538/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5747 - accuracy: 0.3900
Epoch 9539/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5747 - accuracy: 0.3900
Epoch 9540/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5746 - accuracy: 0.3900
Epoch 9541/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5746 - accuracy: 0.3900
Epoch 9542/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5746 - accuracy: 0.3900
Epoch 9543/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5745 - accuracy: 0.3900
Epoch 9544/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5745 - accuracy: 0.3900
Epoch 9545/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5745 - accuracy: 0.3900
Epoch 9546/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5744 - accuracy: 0.3900
Epoch 9547/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5744 - accuracy: 0.3900
Epoch 9548/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5744 - accuracy: 0.3900
Epoch 9549/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5743 - accuracy: 0.3900
Epoch 9550/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5743 - accuracy: 0.3920
Epoch 9551/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5742 - accuracy: 0.3920
Epoch 9552/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5742 - accuracy: 0.3920
Epoch 9553/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5742 - accuracy: 0.3920
Epoch 9554/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5741 - accuracy: 0.3920
Epoch 9555/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5741 - accuracy: 0.3920
Epoch 9556/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5741 - accuracy: 0.3920
Epoch 9557/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5740 - accuracy: 0.3920
Epoch 9558/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5740 - accuracy: 0.3920
Epoch 9559/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5740 - accuracy: 0.3920
Epoch 9560/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5739 - accuracy: 0.3920
Epoch 9561/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5739 - accuracy: 0.3920
Epoch 9562/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.5739 - accuracy: 0.3920
Epoch 9563/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5738 - accuracy: 0.3920
Epoch 9564/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5738 - accuracy: 0.3920
Epoch 9565/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5738 - accuracy: 0.3920
Epoch 9566/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5737 - accuracy: 0.3920
Epoch 9567/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5737 - accuracy: 0.3920
Epoch 9568/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5737 - accuracy: 0.3920
Epoch 9569/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5736 - accuracy: 0.3920
Epoch 9570/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5736 - accuracy: 0.3920
Epoch 9571/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5735 - accuracy: 0.3920
Epoch 9572/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5735 - accuracy: 0.3920
Epoch 9573/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5735 - accuracy: 0.3920
Epoch 9574/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5734 - accuracy: 0.3920
Epoch 9575/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5734 - accuracy: 0.3920
Epoch 9576/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5734 - accuracy: 0.3920
Epoch 9577/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5733 - accuracy: 0.3920
Epoch 9578/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5733 - accuracy: 0.3920
Epoch 9579/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5733 - accuracy: 0.3920
Epoch 9580/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5732 - accuracy: 0.3920
Epoch 9581/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5732 - accuracy: 0.3920
Epoch 9582/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5732 - accuracy: 0.3920
Epoch 9583/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5731 - accuracy: 0.3920
Epoch 9584/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5731 - accuracy: 0.3920
Epoch 9585/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5731 - accuracy: 0.3920
Epoch 9586/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5730 - accuracy: 0.3920
Epoch 9587/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5730 - accuracy: 0.3920
Epoch 9588/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5730 - accuracy: 0.3920
Epoch 9589/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5729 - accuracy: 0.3920
Epoch 9590/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5729 - accuracy: 0.3920
Epoch 9591/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5729 - accuracy: 0.3920
Epoch 9592/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5728 - accuracy: 0.3920
Epoch 9593/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5728 - accuracy: 0.3920
Epoch 9594/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5727 - accuracy: 0.3920
Epoch 9595/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5727 - accuracy: 0.3920
Epoch 9596/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5727 - accuracy: 0.3920
Epoch 9597/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5726 - accuracy: 0.3920
Epoch 9598/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5726 - accuracy: 0.3920
Epoch 9599/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5726 - accuracy: 0.3920
Epoch 9600/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5725 - accuracy: 0.3920
Epoch 9601/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5725 - accuracy: 0.3900
Epoch 9602/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5725 - accuracy: 0.3900
Epoch 9603/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5724 - accuracy: 0.3900
Epoch 9604/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5724 - accuracy: 0.3900
Epoch 9605/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5724 - accuracy: 0.3900
Epoch 9606/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5723 - accuracy: 0.3900
Epoch 9607/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5723 - accuracy: 0.3900
Epoch 9608/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5723 - accuracy: 0.3900
Epoch 9609/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5722 - accuracy: 0.3900
Epoch 9610/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5722 - accuracy: 0.3900
Epoch 9611/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5722 - accuracy: 0.3900
Epoch 9612/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5721 - accuracy: 0.3900
Epoch 9613/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5721 - accuracy: 0.3900
Epoch 9614/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5721 - accuracy: 0.3900
Epoch 9615/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5720 - accuracy: 0.3900
Epoch 9616/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5720 - accuracy: 0.3900
Epoch 9617/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5720 - accuracy: 0.3900
Epoch 9618/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5719 - accuracy: 0.3900
Epoch 9619/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5719 - accuracy: 0.3900
Epoch 9620/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5718 - accuracy: 0.3900
Epoch 9621/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5718 - accuracy: 0.3900
Epoch 9622/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5718 - accuracy: 0.3900
Epoch 9623/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5717 - accuracy: 0.3900
Epoch 9624/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5717 - accuracy: 0.3900
Epoch 9625/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5717 - accuracy: 0.3900
Epoch 9626/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5716 - accuracy: 0.3900
Epoch 9627/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5716 - accuracy: 0.3900
Epoch 9628/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5716 - accuracy: 0.3900
Epoch 9629/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5715 - accuracy: 0.3900
Epoch 9630/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5715 - accuracy: 0.3900
Epoch 9631/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5715 - accuracy: 0.3900
Epoch 9632/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5714 - accuracy: 0.3900
Epoch 9633/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5714 - accuracy: 0.3900
Epoch 9634/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5714 - accuracy: 0.3900
Epoch 9635/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5713 - accuracy: 0.3900
Epoch 9636/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5713 - accuracy: 0.3900
Epoch 9637/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5713 - accuracy: 0.3900
Epoch 9638/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5712 - accuracy: 0.3900
Epoch 9639/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5712 - accuracy: 0.3900
Epoch 9640/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5712 - accuracy: 0.3900
Epoch 9641/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5711 - accuracy: 0.3900
Epoch 9642/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5711 - accuracy: 0.3900
Epoch 9643/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5711 - accuracy: 0.3900
Epoch 9644/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5710 - accuracy: 0.3900
Epoch 9645/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5710 - accuracy: 0.3900
Epoch 9646/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5710 - accuracy: 0.3900
Epoch 9647/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5709 - accuracy: 0.3900
Epoch 9648/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5709 - accuracy: 0.3900
Epoch 9649/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5708 - accuracy: 0.3900
Epoch 9650/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5708 - accuracy: 0.3900
Epoch 9651/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5708 - accuracy: 0.3900
Epoch 9652/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5707 - accuracy: 0.3880
Epoch 9653/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5707 - accuracy: 0.3880
Epoch 9654/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5707 - accuracy: 0.3880
Epoch 9655/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5706 - accuracy: 0.3880
Epoch 9656/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5706 - accuracy: 0.3860
Epoch 9657/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5706 - accuracy: 0.3860
Epoch 9658/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5705 - accuracy: 0.3860
Epoch 9659/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5705 - accuracy: 0.3860
Epoch 9660/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5705 - accuracy: 0.3860
Epoch 9661/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5704 - accuracy: 0.3860
Epoch 9662/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5704 - accuracy: 0.3860
Epoch 9663/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5704 - accuracy: 0.3860
Epoch 9664/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5703 - accuracy: 0.3860
Epoch 9665/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5703 - accuracy: 0.3860
Epoch 9666/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5703 - accuracy: 0.3860
Epoch 9667/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5702 - accuracy: 0.3860
Epoch 9668/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5702 - accuracy: 0.3860
Epoch 9669/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5702 - accuracy: 0.3860
Epoch 9670/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5701 - accuracy: 0.3860
Epoch 9671/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5701 - accuracy: 0.3860
Epoch 9672/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5701 - accuracy: 0.3860
Epoch 9673/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5700 - accuracy: 0.3860
Epoch 9674/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5700 - accuracy: 0.3860
Epoch 9675/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5700 - accuracy: 0.3860
Epoch 9676/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5699 - accuracy: 0.3860
Epoch 9677/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5699 - accuracy: 0.3860
Epoch 9678/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5699 - accuracy: 0.3860
Epoch 9679/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5698 - accuracy: 0.3860
Epoch 9680/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5698 - accuracy: 0.3860
Epoch 9681/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5697 - accuracy: 0.3860
Epoch 9682/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5697 - accuracy: 0.3860
Epoch 9683/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5697 - accuracy: 0.3860
Epoch 9684/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5696 - accuracy: 0.3860
Epoch 9685/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5696 - accuracy: 0.3860
Epoch 9686/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5696 - accuracy: 0.3860
Epoch 9687/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5695 - accuracy: 0.3860
Epoch 9688/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5695 - accuracy: 0.3860
Epoch 9689/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5695 - accuracy: 0.3860
Epoch 9690/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5694 - accuracy: 0.3860
Epoch 9691/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5694 - accuracy: 0.3860
Epoch 9692/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5694 - accuracy: 0.3860
Epoch 9693/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5693 - accuracy: 0.3860
Epoch 9694/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5693 - accuracy: 0.3860
Epoch 9695/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5693 - accuracy: 0.3860
Epoch 9696/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5692 - accuracy: 0.3860
Epoch 9697/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5692 - accuracy: 0.3860
Epoch 9698/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5692 - accuracy: 0.3860
Epoch 9699/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5691 - accuracy: 0.3860
Epoch 9700/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5691 - accuracy: 0.3860
Epoch 9701/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5691 - accuracy: 0.3860
Epoch 9702/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5690 - accuracy: 0.3860
Epoch 9703/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5690 - accuracy: 0.3860
Epoch 9704/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5690 - accuracy: 0.3860
Epoch 9705/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5689 - accuracy: 0.3860
Epoch 9706/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5689 - accuracy: 0.3860
Epoch 9707/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5689 - accuracy: 0.3860
Epoch 9708/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5688 - accuracy: 0.3860
Epoch 9709/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5688 - accuracy: 0.3860
Epoch 9710/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5688 - accuracy: 0.3860
Epoch 9711/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5687 - accuracy: 0.3860
Epoch 9712/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.5687 - accuracy: 0.3860
Epoch 9713/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5687 - accuracy: 0.3860
Epoch 9714/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5686 - accuracy: 0.3860
Epoch 9715/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5686 - accuracy: 0.3860
Epoch 9716/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5686 - accuracy: 0.3860
Epoch 9717/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5685 - accuracy: 0.3860
Epoch 9718/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5685 - accuracy: 0.3860
Epoch 9719/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5685 - accuracy: 0.3860
Epoch 9720/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5684 - accuracy: 0.3860
Epoch 9721/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5684 - accuracy: 0.3860
Epoch 9722/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5684 - accuracy: 0.3860
Epoch 9723/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5683 - accuracy: 0.3860
Epoch 9724/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5683 - accuracy: 0.3860
Epoch 9725/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5683 - accuracy: 0.3860
Epoch 9726/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5682 - accuracy: 0.3860
Epoch 9727/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5682 - accuracy: 0.3860
Epoch 9728/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5682 - accuracy: 0.3860
Epoch 9729/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5681 - accuracy: 0.3860
Epoch 9730/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5681 - accuracy: 0.3860
Epoch 9731/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5681 - accuracy: 0.3860
Epoch 9732/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5680 - accuracy: 0.3860
Epoch 9733/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5680 - accuracy: 0.3860
Epoch 9734/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5680 - accuracy: 0.3860
Epoch 9735/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5679 - accuracy: 0.3860
Epoch 9736/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5679 - accuracy: 0.3860
Epoch 9737/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5679 - accuracy: 0.3860
Epoch 9738/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5678 - accuracy: 0.3860
Epoch 9739/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5678 - accuracy: 0.3860
Epoch 9740/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5678 - accuracy: 0.3860
Epoch 9741/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5677 - accuracy: 0.3860
Epoch 9742/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5677 - accuracy: 0.3860
Epoch 9743/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5677 - accuracy: 0.3860
Epoch 9744/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5676 - accuracy: 0.3860
Epoch 9745/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5676 - accuracy: 0.3860
Epoch 9746/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5676 - accuracy: 0.3860
Epoch 9747/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5675 - accuracy: 0.3860
Epoch 9748/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5675 - accuracy: 0.3860
Epoch 9749/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5675 - accuracy: 0.3860
Epoch 9750/10000
1/1 [==============================] - 0s 72ms/step - loss: 1.5674 - accuracy: 0.3860 - val_loss: 329.6411 - val_accuracy: 0.1623
Epoch 9751/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5674 - accuracy: 0.3860
Epoch 9752/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5674 - accuracy: 0.3860
Epoch 9753/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5673 - accuracy: 0.3860
Epoch 9754/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5673 - accuracy: 0.3860
Epoch 9755/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5673 - accuracy: 0.3860
Epoch 9756/10000
1/1 [==============================] - 0s 14ms/step - loss: 1.5672 - accuracy: 0.3860
Epoch 9757/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5672 - accuracy: 0.3860
Epoch 9758/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5672 - accuracy: 0.3860
Epoch 9759/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5671 - accuracy: 0.3860
Epoch 9760/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5671 - accuracy: 0.3860
Epoch 9761/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5671 - accuracy: 0.3860
Epoch 9762/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5670 - accuracy: 0.3860
Epoch 9763/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5670 - accuracy: 0.3860
Epoch 9764/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5670 - accuracy: 0.3860
Epoch 9765/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5669 - accuracy: 0.3860
Epoch 9766/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5669 - accuracy: 0.3860
Epoch 9767/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5669 - accuracy: 0.3860
Epoch 9768/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5668 - accuracy: 0.3860
Epoch 9769/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5668 - accuracy: 0.3860
Epoch 9770/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5668 - accuracy: 0.3860
Epoch 9771/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5667 - accuracy: 0.3860
Epoch 9772/10000
1/1 [==============================] - 0s 22ms/step - loss: 1.5667 - accuracy: 0.3860
Epoch 9773/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5667 - accuracy: 0.3860
Epoch 9774/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5666 - accuracy: 0.3860
Epoch 9775/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5666 - accuracy: 0.3860
Epoch 9776/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5666 - accuracy: 0.3860
Epoch 9777/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5665 - accuracy: 0.3860
Epoch 9778/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5665 - accuracy: 0.3860
Epoch 9779/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5665 - accuracy: 0.3860
Epoch 9780/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5664 - accuracy: 0.3860
Epoch 9781/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5664 - accuracy: 0.3860
Epoch 9782/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5664 - accuracy: 0.3860
Epoch 9783/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5663 - accuracy: 0.3860
Epoch 9784/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5663 - accuracy: 0.3860
Epoch 9785/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5663 - accuracy: 0.3860
Epoch 9786/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5662 - accuracy: 0.3860
Epoch 9787/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5662 - accuracy: 0.3860
Epoch 9788/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5662 - accuracy: 0.3860
Epoch 9789/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5661 - accuracy: 0.3860
Epoch 9790/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5661 - accuracy: 0.3860
Epoch 9791/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5661 - accuracy: 0.3860
Epoch 9792/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5660 - accuracy: 0.3860
Epoch 9793/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5660 - accuracy: 0.3860
Epoch 9794/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5660 - accuracy: 0.3860
Epoch 9795/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5659 - accuracy: 0.3860
Epoch 9796/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5659 - accuracy: 0.3860
Epoch 9797/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5659 - accuracy: 0.3860
Epoch 9798/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5658 - accuracy: 0.3860
Epoch 9799/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5658 - accuracy: 0.3860
Epoch 9800/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5658 - accuracy: 0.3860
Epoch 9801/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5657 - accuracy: 0.3860
Epoch 9802/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5657 - accuracy: 0.3860
Epoch 9803/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5657 - accuracy: 0.3860
Epoch 9804/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5656 - accuracy: 0.3860
Epoch 9805/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5656 - accuracy: 0.3860
Epoch 9806/10000
1/1 [==============================] - 0s 16ms/step - loss: 1.5656 - accuracy: 0.3860
Epoch 9807/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5655 - accuracy: 0.3860
Epoch 9808/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5655 - accuracy: 0.3860
Epoch 9809/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5655 - accuracy: 0.3860
Epoch 9810/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5655 - accuracy: 0.3860
Epoch 9811/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5654 - accuracy: 0.3860
Epoch 9812/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5654 - accuracy: 0.3860
Epoch 9813/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5654 - accuracy: 0.3860
Epoch 9814/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5653 - accuracy: 0.3860
Epoch 9815/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5653 - accuracy: 0.3860
Epoch 9816/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5653 - accuracy: 0.3860
Epoch 9817/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5652 - accuracy: 0.3860
Epoch 9818/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5652 - accuracy: 0.3860
Epoch 9819/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5651 - accuracy: 0.3860
Epoch 9820/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5651 - accuracy: 0.3860
Epoch 9821/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5651 - accuracy: 0.3860
Epoch 9822/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5650 - accuracy: 0.3860
Epoch 9823/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.5650 - accuracy: 0.3860
Epoch 9824/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5650 - accuracy: 0.3860
Epoch 9825/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5649 - accuracy: 0.3860
Epoch 9826/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5649 - accuracy: 0.3860
Epoch 9827/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5648 - accuracy: 0.3860
Epoch 9828/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5648 - accuracy: 0.3860
Epoch 9829/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5648 - accuracy: 0.3860
Epoch 9830/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5647 - accuracy: 0.3860
Epoch 9831/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5647 - accuracy: 0.3860
Epoch 9832/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5646 - accuracy: 0.3860
Epoch 9833/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5646 - accuracy: 0.3860
Epoch 9834/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5645 - accuracy: 0.3880
Epoch 9835/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5645 - accuracy: 0.3880
Epoch 9836/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5644 - accuracy: 0.3880
Epoch 9837/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5643 - accuracy: 0.3880
Epoch 9838/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5643 - accuracy: 0.3880
Epoch 9839/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5642 - accuracy: 0.3880
Epoch 9840/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.5641 - accuracy: 0.3880
Epoch 9841/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5641 - accuracy: 0.3880
Epoch 9842/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5640 - accuracy: 0.3880
Epoch 9843/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5640 - accuracy: 0.3880
Epoch 9844/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5639 - accuracy: 0.3860
Epoch 9845/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5639 - accuracy: 0.3900
Epoch 9846/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5638 - accuracy: 0.3900
Epoch 9847/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5637 - accuracy: 0.3900
Epoch 9848/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5637 - accuracy: 0.3900
Epoch 9849/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5636 - accuracy: 0.3900
Epoch 9850/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5636 - accuracy: 0.3900
Epoch 9851/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5635 - accuracy: 0.3900
Epoch 9852/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5635 - accuracy: 0.3900
Epoch 9853/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5634 - accuracy: 0.3900
Epoch 9854/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5634 - accuracy: 0.3900
Epoch 9855/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5633 - accuracy: 0.3900
Epoch 9856/10000
1/1 [==============================] - 0s 19ms/step - loss: 1.5633 - accuracy: 0.3900
Epoch 9857/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5632 - accuracy: 0.3900
Epoch 9858/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5632 - accuracy: 0.3900
Epoch 9859/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5632 - accuracy: 0.3900
Epoch 9860/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5631 - accuracy: 0.3900
Epoch 9861/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5631 - accuracy: 0.3900
Epoch 9862/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5630 - accuracy: 0.3900
Epoch 9863/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5630 - accuracy: 0.3900
Epoch 9864/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5629 - accuracy: 0.3900
Epoch 9865/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5629 - accuracy: 0.3900
Epoch 9866/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5629 - accuracy: 0.3900
Epoch 9867/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5628 - accuracy: 0.3900
Epoch 9868/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5628 - accuracy: 0.3900
Epoch 9869/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5627 - accuracy: 0.3900
Epoch 9870/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5627 - accuracy: 0.3900
Epoch 9871/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5626 - accuracy: 0.3900
Epoch 9872/10000
1/1 [==============================] - 0s 20ms/step - loss: 1.5626 - accuracy: 0.3900
Epoch 9873/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5626 - accuracy: 0.3900
Epoch 9874/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5625 - accuracy: 0.3900
Epoch 9875/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5625 - accuracy: 0.3900
Epoch 9876/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5624 - accuracy: 0.3920
Epoch 9877/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5624 - accuracy: 0.3920
Epoch 9878/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5624 - accuracy: 0.3940
Epoch 9879/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5623 - accuracy: 0.3940
Epoch 9880/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5623 - accuracy: 0.3940
Epoch 9881/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5623 - accuracy: 0.3920
Epoch 9882/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5622 - accuracy: 0.3920
Epoch 9883/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5622 - accuracy: 0.3920
Epoch 9884/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5621 - accuracy: 0.3920
Epoch 9885/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5621 - accuracy: 0.3920
Epoch 9886/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5621 - accuracy: 0.3920
Epoch 9887/10000
1/1 [==============================] - 0s 21ms/step - loss: 1.5620 - accuracy: 0.3920
Epoch 9888/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5620 - accuracy: 0.3920
Epoch 9889/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5619 - accuracy: 0.3920
Epoch 9890/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5619 - accuracy: 0.3920
Epoch 9891/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5619 - accuracy: 0.3920
Epoch 9892/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5618 - accuracy: 0.3920
Epoch 9893/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5618 - accuracy: 0.3920
Epoch 9894/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5618 - accuracy: 0.3920
Epoch 9895/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5617 - accuracy: 0.3920
Epoch 9896/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5617 - accuracy: 0.3920
Epoch 9897/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5616 - accuracy: 0.3920
Epoch 9898/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5616 - accuracy: 0.3920
Epoch 9899/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5616 - accuracy: 0.3920
Epoch 9900/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5615 - accuracy: 0.3920
Epoch 9901/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5615 - accuracy: 0.3920
Epoch 9902/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5615 - accuracy: 0.3920
Epoch 9903/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5614 - accuracy: 0.3920
Epoch 9904/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5614 - accuracy: 0.3920
Epoch 9905/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5614 - accuracy: 0.3920
Epoch 9906/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5613 - accuracy: 0.3920
Epoch 9907/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5613 - accuracy: 0.3920
Epoch 9908/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5612 - accuracy: 0.3920
Epoch 9909/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5612 - accuracy: 0.3920
Epoch 9910/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5612 - accuracy: 0.3920
Epoch 9911/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5611 - accuracy: 0.3920
Epoch 9912/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5611 - accuracy: 0.3920
Epoch 9913/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5611 - accuracy: 0.3920
Epoch 9914/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5610 - accuracy: 0.3920
Epoch 9915/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5610 - accuracy: 0.3920
Epoch 9916/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5610 - accuracy: 0.3920
Epoch 9917/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5609 - accuracy: 0.3920
Epoch 9918/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5609 - accuracy: 0.3920
Epoch 9919/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5609 - accuracy: 0.3920
Epoch 9920/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5608 - accuracy: 0.3920
Epoch 9921/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5608 - accuracy: 0.3920
Epoch 9922/10000
1/1 [==============================] - 0s 18ms/step - loss: 1.5607 - accuracy: 0.3920
Epoch 9923/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5607 - accuracy: 0.3920
Epoch 9924/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5607 - accuracy: 0.3920
Epoch 9925/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5606 - accuracy: 0.3920
Epoch 9926/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5606 - accuracy: 0.3920
Epoch 9927/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5606 - accuracy: 0.3920
Epoch 9928/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5605 - accuracy: 0.3920
Epoch 9929/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5605 - accuracy: 0.3920
Epoch 9930/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5605 - accuracy: 0.3920
Epoch 9931/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5604 - accuracy: 0.3920
Epoch 9932/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5604 - accuracy: 0.3920
Epoch 9933/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5604 - accuracy: 0.3920
Epoch 9934/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5603 - accuracy: 0.3920
Epoch 9935/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5603 - accuracy: 0.3920
Epoch 9936/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5603 - accuracy: 0.3920
Epoch 9937/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5602 - accuracy: 0.3920
Epoch 9938/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5602 - accuracy: 0.3920
Epoch 9939/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5601 - accuracy: 0.3920
Epoch 9940/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5601 - accuracy: 0.3940
Epoch 9941/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5601 - accuracy: 0.3940
Epoch 9942/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5600 - accuracy: 0.3940
Epoch 9943/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5600 - accuracy: 0.3940
Epoch 9944/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5600 - accuracy: 0.3940
Epoch 9945/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5599 - accuracy: 0.3940
Epoch 9946/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5599 - accuracy: 0.3940
Epoch 9947/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5599 - accuracy: 0.3940
Epoch 9948/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5598 - accuracy: 0.3940
Epoch 9949/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5598 - accuracy: 0.3940
Epoch 9950/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5598 - accuracy: 0.3940
Epoch 9951/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5597 - accuracy: 0.3940
Epoch 9952/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5597 - accuracy: 0.3940
Epoch 9953/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5597 - accuracy: 0.3940
Epoch 9954/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5596 - accuracy: 0.3940
Epoch 9955/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5596 - accuracy: 0.3940
Epoch 9956/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5596 - accuracy: 0.3940
Epoch 9957/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5595 - accuracy: 0.3940
Epoch 9958/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5595 - accuracy: 0.3940
Epoch 9959/10000
1/1 [==============================] - 0s 17ms/step - loss: 1.5594 - accuracy: 0.3940
Epoch 9960/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5594 - accuracy: 0.3940
Epoch 9961/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5594 - accuracy: 0.3940
Epoch 9962/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5593 - accuracy: 0.3940
Epoch 9963/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5593 - accuracy: 0.3940
Epoch 9964/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5593 - accuracy: 0.3940
Epoch 9965/10000
1/1 [==============================] - 0s 9ms/step - loss: 1.5592 - accuracy: 0.3960
Epoch 9966/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5592 - accuracy: 0.3960
Epoch 9967/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5592 - accuracy: 0.3960
Epoch 9968/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5591 - accuracy: 0.3960
Epoch 9969/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5591 - accuracy: 0.3960
Epoch 9970/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5591 - accuracy: 0.3960
Epoch 9971/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5590 - accuracy: 0.3960
Epoch 9972/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5590 - accuracy: 0.3960
Epoch 9973/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5589 - accuracy: 0.3960
Epoch 9974/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5589 - accuracy: 0.3960
Epoch 9975/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5589 - accuracy: 0.3960
Epoch 9976/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5588 - accuracy: 0.3960
Epoch 9977/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5588 - accuracy: 0.3960
Epoch 9978/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5588 - accuracy: 0.3960
Epoch 9979/10000
1/1 [==============================] - 0s 13ms/step - loss: 1.5587 - accuracy: 0.3960
Epoch 9980/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5587 - accuracy: 0.3960
Epoch 9981/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5587 - accuracy: 0.3960
Epoch 9982/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5586 - accuracy: 0.3960
Epoch 9983/10000
1/1 [==============================] - 0s 12ms/step - loss: 1.5586 - accuracy: 0.3960
Epoch 9984/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5586 - accuracy: 0.3960
Epoch 9985/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5585 - accuracy: 0.3960
Epoch 9986/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5585 - accuracy: 0.3960
Epoch 9987/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5584 - accuracy: 0.3960
Epoch 9988/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5584 - accuracy: 0.3960
Epoch 9989/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5584 - accuracy: 0.3960
Epoch 9990/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5583 - accuracy: 0.3960
Epoch 9991/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5583 - accuracy: 0.3960
Epoch 9992/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5583 - accuracy: 0.3960
Epoch 9993/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5582 - accuracy: 0.3960
Epoch 9994/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5582 - accuracy: 0.3960
Epoch 9995/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5582 - accuracy: 0.3960
Epoch 9996/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5581 - accuracy: 0.3960
Epoch 9997/10000
1/1 [==============================] - 0s 15ms/step - loss: 1.5581 - accuracy: 0.3960
Epoch 9998/10000
1/1 [==============================] - 0s 11ms/step - loss: 1.5581 - accuracy: 0.3960
Epoch 9999/10000
1/1 [==============================] - 0s 10ms/step - loss: 1.5580 - accuracy: 0.3960
Epoch 10000/10000
1/1 [==============================] - 0s 78ms/step - loss: 1.5580 - accuracy: 0.3960 - val_loss: 341.0661 - val_accuracy: 0.1626
In [ ]:
# Main model plots

# Access the training history
training_accuracy = history_main_model.history['accuracy']
validation_accuracy = history_main_model.history['val_accuracy']

# Access the training loss
training_loss = history_main_model.history['loss']
validation_loss = history_main_model.history['val_loss']

# Plot training and validation accuracy
plt.figure(figsize=(12, 6))
plt.subplot(1, 2, 1)
plt.plot(training_accuracy, label='Training Accuracy')
plt.plot(validation_accuracy, label='Validation Accuracy')
plt.title('Training and Validation Accuracy')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.legend()

# Plot training and validation loss
plt.subplot(1, 2, 2)
plt.plot(training_loss, label='Training Loss')
plt.plot(validation_loss, label='Validation Loss')
plt.title('Training and Validation Loss')
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.legend()

plt.show()
In [ ]:
In [ ]:
# Comparing baseline and main model after dine tuning

# Plot the validation and training accuracy for the main model
plt.figure(figsize=(15, 8))  # Adjust the figsize here to make the graph larger
plt.plot(plot_interval_metrics(history_main_model.history['val_accuracy']), label='Validation Accuracy (Main Model)')
plt.plot(plot_interval_metrics(history_main_model.history['accuracy']), label='Train Accuracy (Main Model)')

# Plot the validation and training accuracy for the baseline model
plt.plot(plot_interval_metrics(base_history['val_accuracy']), label='Validation Accuracy (Baseline)')
plt.plot(plot_interval_metrics(base_history['accuracy']), label='Train Accuracy (Baseline)')

plt.ylabel('Accuracy')
plt.xlabel('Intervals')
plt.legend()

plt.show()

From the above graph, we can say that the baseline model is performing better than the fine tuned main model. This can be due to several reasons such as tuning of the hyperparameters or architecture of the sequential models. In the future, this can be made better by regukarization, more hyperparameter tuning or trying ensemble techniques.

In [ ]: